+
+ 140513_1
+ edit some mountains in the background
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2558079957962036, "dataset_mask_area": 0.255808, "dataset_mask_diff_inside": 0.25182297825813293, "dataset_mask_diff_outside": 0.03655017912387848, "dataset_mask_diff_separation": 0.21527279913425446, "dataset_mask_diff_iou": 0.7681537731371618, "dataset_mask_diff_recall": 0.8774455871801005, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.16339869797229767, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.34901437163352966, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3425490753979179}
+ 
+
+
+
+ 393224_1
+ What if the man was bald
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.018724000081419945, "dataset_mask_area": 0.018724, "dataset_mask_diff_inside": 0.24177338182926178, "dataset_mask_diff_outside": 0.004273192957043648, "dataset_mask_diff_separation": 0.23750018887221813, "dataset_mask_diff_iou": 0.7580269058295964, "dataset_mask_diff_recall": 0.825390625, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.405559241771698, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.36147904257176966}
+ 
+
+
+
+ 415314_2
+ switch to a robot wearing armor
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2388153076171875, "dataset_mask_area": 0.2388153076171875, "dataset_mask_diff_inside": 0.3466801345348358, "dataset_mask_diff_outside": 0.002275796141475439, "dataset_mask_diff_separation": 0.3444043383933604, "dataset_mask_diff_iou": 0.8687561214495593, "dataset_mask_diff_recall": 0.9743754704759904, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.20447924733161926, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4876300917863471}
+ 
+
+
+
+ 483587_1
+ change the dog for a cat
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2531520128250122, "dataset_mask_area": 0.253152, "dataset_mask_diff_inside": 0.23163719475269318, "dataset_mask_diff_outside": 0.009442860260605812, "dataset_mask_diff_separation": 0.22219433449208736, "dataset_mask_diff_iou": 0.8557609630266552, "dataset_mask_diff_recall": 0.9680411296765902, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4341501295566559, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3636072952423496}
+ 
+
+
+
+ 341070_1
+ Let the faucet be turned on.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.010432000271975994, "dataset_mask_area": 0.010432, "dataset_mask_diff_inside": 0.13214746117591858, "dataset_mask_diff_outside": 0.005967502947896719, "dataset_mask_diff_separation": 0.12617995822802186, "dataset_mask_diff_iou": 0.4884459849797805, "dataset_mask_diff_recall": 0.6644400785854617, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.44195637106895447, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.211371079569014}
+ 
+
+
+
+ 253975_1
+ Add a cruise ship to the ocean.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03449200093746185, "dataset_mask_area": 0.034492, "dataset_mask_diff_inside": 0.25441640615463257, "dataset_mask_diff_outside": 0.00911821611225605, "dataset_mask_diff_separation": 0.24529819004237652, "dataset_mask_diff_iou": 0.723111340561005, "dataset_mask_diff_recall": 0.7369990353415767, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3504214286804199, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.36155151232336014}
+ 
+
+
+
+ 77596_1
+ the ocean should have waves.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.27282801270484924, "dataset_mask_area": 0.272828, "dataset_mask_diff_inside": 0.14789271354675293, "dataset_mask_diff_outside": 0.010176632553339005, "dataset_mask_diff_separation": 0.13771608099341393, "dataset_mask_diff_iou": 0.864677495124347, "dataset_mask_diff_recall": 0.9675060926076361, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06797385215759277, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.31167808175086975, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.280177624112641}
+ 
+
+
+
+ 369969_2
+ replace the american flag with a red flag
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0041027069091796875, "dataset_mask_area": 0.0041027069091796875, "dataset_mask_diff_inside": 0.25561755895614624, "dataset_mask_diff_outside": 0.00020565433078445494, "dataset_mask_diff_separation": 0.2554119046253618, "dataset_mask_diff_iou": 0.8661303630363036, "dataset_mask_diff_recall": 0.8849315068493151, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.6201738715171814, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3947448084636908}
+ 
+
+
+
+ 57357_2
+ have the zebra bent over a hay pile
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.20449066162109375, "dataset_mask_area": 0.20449066162109375, "dataset_mask_diff_inside": 0.21236051619052887, "dataset_mask_diff_outside": 0.0037758112885057926, "dataset_mask_diff_separation": 0.20858470490202308, "dataset_mask_diff_iou": 0.8321253597037203, "dataset_mask_diff_recall": 0.9146203088211655, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3667062819004059, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3450245604193161}
+ 
+
+
+
+ 358868_1
+ make the cat lick its nose
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0104160001501441, "dataset_mask_area": 0.010416, "dataset_mask_diff_inside": 0.16891159117221832, "dataset_mask_diff_outside": 0.006060194689780474, "dataset_mask_diff_separation": 0.16285139648243785, "dataset_mask_diff_iou": 0.6738989637305699, "dataset_mask_diff_recall": 0.8113060428849903, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4115859270095825, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 0.9882352948188782, "dataset_mask_calibration_score": 0.27617151384550587}
+ 
+
+
+
+ 158548_1
+ Make it a black sheep.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.014763999730348587, "dataset_mask_area": 0.014764, "dataset_mask_diff_inside": 0.2743373215198517, "dataset_mask_diff_outside": 0.011283309198915958, "dataset_mask_diff_separation": 0.2630540123209357, "dataset_mask_diff_iou": 0.5183338694113863, "dataset_mask_diff_recall": 0.5605217391304348, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5867236256599426, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3476749462155195}
+ 
+
+
+
+ 17320_2
+ make the dog leaf
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.02626800537109375, "dataset_mask_area": 0.02626800537109375, "dataset_mask_diff_inside": 0.19456541538238525, "dataset_mask_diff_outside": 0.0003838983830064535, "dataset_mask_diff_separation": 0.1941815169993788, "dataset_mask_diff_iou": 0.8828009308229321, "dataset_mask_diff_recall": 0.9683632425742574, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5716251134872437, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.33885215840110094}
+ 
+
+
+
+ 163114_2
+ remove the tent and add a bonfire
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.11849784851074219, "dataset_mask_area": 0.11849784851074219, "dataset_mask_diff_inside": 0.26393529772758484, "dataset_mask_diff_outside": 0.0011835334589704871, "dataset_mask_diff_separation": 0.26275176426861435, "dataset_mask_diff_iou": 0.8595183265428723, "dataset_mask_diff_recall": 0.9523399098853086, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36750543117523193, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.40398755984917134}
+ 
+
+
+
+ 417830_1
+ change the flag of the united states for that of england
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.12655599415302277, "dataset_mask_area": 0.126556, "dataset_mask_diff_inside": 0.36443188786506653, "dataset_mask_diff_outside": 0.00829299632459879, "dataset_mask_diff_separation": 0.35613889154046774, "dataset_mask_diff_iou": 0.862095060686323, "dataset_mask_diff_recall": 0.9159476760367381, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.16772963106632233, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.496228205864296}
+ 
+
+
+
+ 299200_2
+ make the ramp cement
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.25277233123779297, "dataset_mask_area": 0.25277233123779297, "dataset_mask_diff_inside": 0.3137199580669403, "dataset_mask_diff_outside": 0.05394284427165985, "dataset_mask_diff_separation": 0.25977711379528046, "dataset_mask_diff_iou": 0.8873931723301579, "dataset_mask_diff_recall": 0.9448179197026079, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.2078431397676468, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2496577948331833, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4040570112630037}
+ 
+
+
+
+ 234956_1
+ change the stop sign to a welcome sign
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.06616000086069107, "dataset_mask_area": 0.06616, "dataset_mask_diff_inside": 0.357391893863678, "dataset_mask_diff_outside": 0.012287551537156105, "dataset_mask_diff_separation": 0.3451043423265219, "dataset_mask_diff_iou": 0.7569527835150583, "dataset_mask_diff_recall": 0.7864557341052001, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4371943771839142, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4673969057125369}
+ 
+
+
+
+ 102724_1
+ remove middle fruit and put a cat in place
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.20174799859523773, "dataset_mask_area": 0.201748, "dataset_mask_diff_inside": 0.24719062447547913, "dataset_mask_diff_outside": 0.006679764948785305, "dataset_mask_diff_separation": 0.24051085952669382, "dataset_mask_diff_iou": 0.9146605329330812, "dataset_mask_diff_recall": 0.9819197689748258, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3178445100784302, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.38954691423765664}
+ 
+
+
+
+ 308507_3
+ let there be a bedroom near the kitchen
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.13297367095947266, "dataset_mask_area": 0.13297367095947266, "dataset_mask_diff_inside": 0.24711297452449799, "dataset_mask_diff_outside": 0.001634518033824861, "dataset_mask_diff_separation": 0.24547845649067312, "dataset_mask_diff_iou": 0.9102878222687167, "dataset_mask_diff_recall": 0.9575393837599907, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3520996868610382, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.39301457051331873}
+ 
+
+
+
+ 187866_1
+ Change the boy to a girl.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2554279863834381, "dataset_mask_area": 0.255428, "dataset_mask_diff_inside": 0.26386281847953796, "dataset_mask_diff_outside": 0.014395340345799923, "dataset_mask_diff_separation": 0.24946747813373804, "dataset_mask_diff_iou": 0.8916463350746157, "dataset_mask_diff_recall": 0.9527846198138256, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.12418299913406372, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.29431480169296265, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.394576423135245}
+ 
+
+
+
+ 410182_1
+ remove the tomatoes from one sandwich
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.029575999826192856, "dataset_mask_area": 0.029576, "dataset_mask_diff_inside": 0.17373386025428772, "dataset_mask_diff_outside": 0.006867160554975271, "dataset_mask_diff_separation": 0.16686669969931245, "dataset_mask_diff_iou": 0.7630305696063339, "dataset_mask_diff_recall": 0.8032179650422503, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42998331785202026, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.29055908665376257}
+ 
+
+
+
+ 29324_1
+ Remove the surfboards.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0999239981174469, "dataset_mask_area": 0.099924, "dataset_mask_diff_inside": 0.42421451210975647, "dataset_mask_diff_outside": 0.006580202374607325, "dataset_mask_diff_separation": 0.41763430973514915, "dataset_mask_diff_iou": 0.9138541509718247, "dataset_mask_diff_recall": 0.9393294099426979, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.41615375876426697, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5648699842494761}
+ 
+
+
+
+ 465301_1
+ Put a couch next to the window.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.12425199896097183, "dataset_mask_area": 0.124252, "dataset_mask_diff_inside": 0.16338051855564117, "dataset_mask_diff_outside": 0.007886484265327454, "dataset_mask_diff_separation": 0.15549403429031372, "dataset_mask_diff_iou": 0.7969473135746468, "dataset_mask_diff_recall": 0.9432634404701444, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3925486207008362, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2888582495380771}
+ 
+
+
+
+ 426040_1
+ Change the hat to a cowboy hat
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.06435199826955795, "dataset_mask_area": 0.064352, "dataset_mask_diff_inside": 0.2588810622692108, "dataset_mask_diff_outside": 0.010644805617630482, "dataset_mask_diff_separation": 0.24823625665158033, "dataset_mask_diff_iou": 0.7534346000311058, "dataset_mask_diff_recall": 0.8194992669448516, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.30244091153144836, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.37142837933310713}
+ 
+
+
+
+ 100081_3
+ add a dog barking near shore
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.004605293273925781, "dataset_mask_area": 0.004605293273925781, "dataset_mask_diff_inside": 0.30308932065963745, "dataset_mask_diff_outside": 0.0028106451500207186, "dataset_mask_diff_separation": 0.30027867550961673, "dataset_mask_diff_iou": 0.22687027457222445, "dataset_mask_diff_recall": 0.2299354708610607, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5001813769340515, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3367005272927261}
+ 
+
+
+
+ 204863_1
+ Have the man be wearing a kilt
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07985600084066391, "dataset_mask_area": 0.079856, "dataset_mask_diff_inside": 0.19743074476718903, "dataset_mask_diff_outside": 0.017653990536928177, "dataset_mask_diff_separation": 0.17977675423026085, "dataset_mask_diff_iou": 0.5892700087950747, "dataset_mask_diff_recall": 0.6447553482863276, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3966466784477234, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2762793692171229}
+ 
+
+
+
+ 291614_2
+ remove the cloth from the chairs
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.054297447204589844, "dataset_mask_area": 0.054297447204589844, "dataset_mask_diff_inside": 0.27441638708114624, "dataset_mask_diff_outside": 0.001044221455231309, "dataset_mask_diff_separation": 0.27337216562591493, "dataset_mask_diff_iou": 0.8484714801562014, "dataset_mask_diff_recall": 0.9240528853853408, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.46311086416244507, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4121508586600727}
+ 
+
+
+
+ 129587_1
+ He should be eating a watermelon
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09342800080776215, "dataset_mask_area": 0.093428, "dataset_mask_diff_inside": 0.1667606681585312, "dataset_mask_diff_outside": 0.017193488776683807, "dataset_mask_diff_separation": 0.14956717938184738, "dataset_mask_diff_iou": 0.5656385497709031, "dataset_mask_diff_recall": 0.6675134272027871, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.39605268836021423, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.24414434244246724}
+ 
+
+
+
+ 34_2
+ Open the zebra's mouth.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0649709701538086, "dataset_mask_area": 0.0649709701538086, "dataset_mask_diff_inside": 0.20989733934402466, "dataset_mask_diff_outside": 0.0007381825125776231, "dataset_mask_diff_separation": 0.20915915683144704, "dataset_mask_diff_iou": 0.7832952391570966, "dataset_mask_diff_recall": 0.9394096409707829, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3789364695549011, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3407309711691299}
+ 
+
+
+
+ 6484_1
+ Get rid of the spatula.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03508000075817108, "dataset_mask_area": 0.03508, "dataset_mask_diff_inside": 0.14422772824764252, "dataset_mask_diff_outside": 0.008606935851275921, "dataset_mask_diff_separation": 0.1356207923963666, "dataset_mask_diff_iou": 0.7244124700239808, "dataset_mask_diff_recall": 0.8202454654067557, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.46860483288764954, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2553601074155145}
+ 
+
+
+
+ 417832_1
+ Have the woman be wearing a beret
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07117599993944168, "dataset_mask_area": 0.071176, "dataset_mask_diff_inside": 0.3469136655330658, "dataset_mask_diff_outside": 0.007224776782095432, "dataset_mask_diff_separation": 0.33968888875097036, "dataset_mask_diff_iou": 0.7858646616541354, "dataset_mask_diff_recall": 0.8791073230907256, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.6413763761520386, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.46915694107309563}
+ 
+
+
+
+ 529376_1
+ close her eyes
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0024079999420791864, "dataset_mask_area": 0.002408, "dataset_mask_diff_inside": 0.16694244742393494, "dataset_mask_diff_outside": 0.005000967998057604, "dataset_mask_diff_separation": 0.16194147942587733, "dataset_mask_diff_iou": 0.3368421052631579, "dataset_mask_diff_recall": 0.35804195804195804, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5274196863174438, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2166842103791346}
+ 
+
+
+
+ 240967_2
+ open the door of the truck
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07584857940673828, "dataset_mask_area": 0.07584857940673828, "dataset_mask_diff_inside": 0.2668744921684265, "dataset_mask_diff_outside": 0.0009963122429326177, "dataset_mask_diff_separation": 0.2658781799254939, "dataset_mask_diff_iou": 0.8785752118644068, "dataset_mask_diff_recall": 0.9537530709319952, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.48245641589164734, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4094573281865025}
+ 
+
+
+
+ 158726_1
+ Make the donut a cupcake.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07559199631214142, "dataset_mask_area": 0.075592, "dataset_mask_diff_inside": 0.2803397476673126, "dataset_mask_diff_outside": 0.005878664553165436, "dataset_mask_diff_separation": 0.2744610831141472, "dataset_mask_diff_iou": 0.9307960224117914, "dataset_mask_diff_recall": 0.9528238515992352, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42046940326690674, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.42426955986753156}
+ 
+
+
+
+ 5434_2
+ let the planters be made of cast stone
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2368907928466797, "dataset_mask_area": 0.2368907928466797, "dataset_mask_diff_inside": 0.30700773000717163, "dataset_mask_diff_outside": 0.001209062640555203, "dataset_mask_diff_separation": 0.30579866736661643, "dataset_mask_diff_iou": 0.9305910049303254, "dataset_mask_diff_recall": 0.9835875352398825, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4926077723503113, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4568130893678508}
+ 
+
+
+
+ 315319_1
+ Change the clock to a TV.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.08537200093269348, "dataset_mask_area": 0.085372, "dataset_mask_diff_inside": 0.26697665452957153, "dataset_mask_diff_outside": 0.005454006604850292, "dataset_mask_diff_separation": 0.26152264792472124, "dataset_mask_diff_iou": 0.9302143711472997, "dataset_mask_diff_recall": 0.9808401241753978, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.32994669675827026, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.41238197742941307}
+ 
+
+
+
+ 49_3
+ make the sky rain
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09253883361816406, "dataset_mask_area": 0.09253883361816406, "dataset_mask_diff_inside": 0.21018284559249878, "dataset_mask_diff_outside": 0.008022114634513855, "dataset_mask_diff_separation": 0.20216073095798492, "dataset_mask_diff_iou": 0.7062930889186738, "dataset_mask_diff_recall": 0.7614935317786528, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.28342151641845703, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.31737564289937187}
+ 
+
+
+
+ 148240_2
+ Can the man hold bananas too?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.045241355895996094, "dataset_mask_area": 0.045241355895996094, "dataset_mask_diff_inside": 0.2542603313922882, "dataset_mask_diff_outside": 0.0004108282446395606, "dataset_mask_diff_separation": 0.25384950314764865, "dataset_mask_diff_iou": 0.88945306833019, "dataset_mask_diff_recall": 0.9814310869217224, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36720696091651917, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3998411148241403}
+ 
+
+
+
+ 54492_1
+ let a dog stand on its hind legs
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.05846799910068512, "dataset_mask_area": 0.058468, "dataset_mask_diff_inside": 0.31603655219078064, "dataset_mask_diff_outside": 0.008062575943768024, "dataset_mask_diff_separation": 0.3079739762470126, "dataset_mask_diff_iou": 0.8136170212765957, "dataset_mask_diff_recall": 0.8795426168101466, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.43166661262512207, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4407897234726099}
+ 
+
+
+
+ 112286_1
+ let it be a single sink
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.27031999826431274, "dataset_mask_area": 0.27032, "dataset_mask_diff_inside": 0.2623896300792694, "dataset_mask_diff_outside": 0.009678398258984089, "dataset_mask_diff_separation": 0.2527112318202853, "dataset_mask_diff_iou": 0.8618671474771759, "dataset_mask_diff_recall": 0.9631862596152309, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.07712418586015701, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.1825762391090393, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.39466273990215567}
+ 
+
+
+
+ 294973_2
+ get rid of the framed pictures
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1498126983642578, "dataset_mask_area": 0.1498126983642578, "dataset_mask_diff_inside": 0.2379513531923294, "dataset_mask_diff_outside": 0.002409272827208042, "dataset_mask_diff_separation": 0.23554208036512136, "dataset_mask_diff_iou": 0.8341192535275376, "dataset_mask_diff_recall": 0.9470463800671136, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.29056480526924133, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.37351824599111044}
+ 
+
+
+
+ 111376_1
+ Have the cow wear a hat.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.04289599880576134, "dataset_mask_area": 0.042896, "dataset_mask_diff_inside": 0.33308273553848267, "dataset_mask_diff_outside": 0.005395141895860434, "dataset_mask_diff_separation": 0.32768759364262223, "dataset_mask_diff_iou": 0.8015013221871534, "dataset_mask_diff_recall": 0.9038961038961039, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5625375509262085, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.46002359646092483}
+ 
+
+
+
+ 229301_2
+ add a red flag above the sign
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.015310287475585938, "dataset_mask_area": 0.015310287475585938, "dataset_mask_diff_inside": 0.3607883155345917, "dataset_mask_diff_outside": 0.0004550112644210458, "dataset_mask_diff_separation": 0.36033330427017063, "dataset_mask_diff_iou": 0.9044207583435261, "dataset_mask_diff_recall": 0.9330048669110136, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.356128454208374, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5061839899478343}
+ 
+
+
+
+ 352426_3
+ make the ground a forest instead of a slope.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2637643814086914, "dataset_mask_area": 0.2637643814086914, "dataset_mask_diff_inside": 0.13918372988700867, "dataset_mask_diff_outside": 0.009204691275954247, "dataset_mask_diff_separation": 0.12997903861105442, "dataset_mask_diff_iou": 0.917726775801116, "dataset_mask_diff_recall": 0.980451863424697, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.07450980693101883, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.37642887234687805, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2793243262441762}
+ 
+
+
+
+ 189893_2
+ let the floor be made of hardwood
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1764364242553711, "dataset_mask_area": 0.1764364242553711, "dataset_mask_diff_inside": 0.15409298241138458, "dataset_mask_diff_outside": 0.0014648993965238333, "dataset_mask_diff_separation": 0.15262808301486075, "dataset_mask_diff_iou": 0.9168307528255373, "dataset_mask_diff_recall": 0.9751493509410232, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4014665484428406, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.30165374739156614}
+ 
+
+
+
+ 460254_1
+ change the male player for a female
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09319599717855453, "dataset_mask_area": 0.093196, "dataset_mask_diff_inside": 0.28746041655540466, "dataset_mask_diff_outside": 0.010617462918162346, "dataset_mask_diff_separation": 0.2768429536372423, "dataset_mask_diff_iou": 0.7883823639493974, "dataset_mask_diff_recall": 0.8603520810358207, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42436522245407104, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.40586292055260287}
+ 
+
+
+
+ 512576_1
+ change the fan into a chandelier
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.020740000531077385, "dataset_mask_area": 0.02074, "dataset_mask_diff_inside": 0.21233321726322174, "dataset_mask_diff_outside": 0.005351347848773003, "dataset_mask_diff_separation": 0.20698186941444874, "dataset_mask_diff_iou": 0.6668739312917767, "dataset_mask_diff_recall": 0.7746478873239436, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.24328185617923737, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3179926566624197}
+ 
+
+
+
+ 214848_1
+ remove the table and add an aquarium
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.13361600041389465, "dataset_mask_area": 0.133616, "dataset_mask_diff_inside": 0.23559358716011047, "dataset_mask_diff_outside": 0.007019267417490482, "dataset_mask_diff_separation": 0.22857431974262, "dataset_mask_diff_iou": 0.8909315840957477, "dataset_mask_diff_recall": 0.9581077318152285, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42927253246307373, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.37381041910671886}
+ 
+
+
+
+ 357865_2
+ Put a vase of flowers in the sink.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.01515960693359375, "dataset_mask_area": 0.01515960693359375, "dataset_mask_diff_inside": 0.20879994332790375, "dataset_mask_diff_outside": 0.0003333809436298907, "dataset_mask_diff_separation": 0.20846656238427386, "dataset_mask_diff_iou": 0.864149590776032, "dataset_mask_diff_recall": 0.9449307551607002, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4311598539352417, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3499617434838257}
+ 
+
+
+
+ 265748_1
+ remove the guts in the tennis racket
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2159319967031479, "dataset_mask_area": 0.215932, "dataset_mask_diff_inside": 0.17497223615646362, "dataset_mask_diff_outside": 0.004994244780391455, "dataset_mask_diff_separation": 0.16997799137607217, "dataset_mask_diff_iou": 0.7051312496574904, "dataset_mask_diff_recall": 0.9806915474708467, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3318180441856384, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2938214032338049}
+ 
+
+
+
+ 398575_2
+ let the street be flooded
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.23499488830566406, "dataset_mask_area": 0.23499488830566406, "dataset_mask_diff_inside": 0.21628589928150177, "dataset_mask_diff_outside": 0.023319043219089508, "dataset_mask_diff_separation": 0.19296685606241226, "dataset_mask_diff_iou": 0.7071768923047002, "dataset_mask_diff_recall": 0.8027795330140918, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.09150328487157822, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.24627478420734406, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.30993926445953995}
+ 
+
+
+
+ 475195_2
+ put a party hat on the fruit with a face
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1348247528076172, "dataset_mask_area": 0.1348247528076172, "dataset_mask_diff_inside": 0.24931815266609192, "dataset_mask_diff_outside": 0.002102187369018793, "dataset_mask_diff_separation": 0.24721596529707313, "dataset_mask_diff_iou": 0.8894084259603365, "dataset_mask_diff_recall": 0.9521081526810321, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.44636544585227966, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.39202930251955476}
+ 
+
+
+
+ 376859_1
+ Have there be a unicorn on the back of the woman's shirt
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.017607999965548515, "dataset_mask_area": 0.017608, "dataset_mask_diff_inside": 0.19997180998325348, "dataset_mask_diff_outside": 0.010440430603921413, "dataset_mask_diff_separation": 0.18953137937933207, "dataset_mask_diff_iou": 0.5351003805274899, "dataset_mask_diff_recall": 0.5588598053994792, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3717629015445709, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.27609781725861005}
+ 
+
+
+
+ 403265_1
+ let the baseball glove be red
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.26673200726509094, "dataset_mask_area": 0.266732, "dataset_mask_diff_inside": 0.346444308757782, "dataset_mask_diff_outside": 0.007855880074203014, "dataset_mask_diff_separation": 0.33858842868357897, "dataset_mask_diff_iou": 0.9039668739500751, "dataset_mask_diff_recall": 0.9811432409954578, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.08758169412612915, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.22776009142398834, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.48631018319740626}
+ 
+
+
+
+ 580685_2
+ Put a glass of juice next to the plate.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.04996967315673828, "dataset_mask_area": 0.04996967315673828, "dataset_mask_diff_inside": 0.2734144926071167, "dataset_mask_diff_outside": 0.0012453022645786405, "dataset_mask_diff_separation": 0.27216919034253806, "dataset_mask_diff_iou": 0.8865737498249054, "dataset_mask_diff_recall": 0.914813275759273, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.46054771542549133, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.41515057135189765}
+ 
+
+
+
+ 381199_1
+ Replace the fruit with more veggies.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.21146799623966217, "dataset_mask_area": 0.211468, "dataset_mask_diff_inside": 0.3018108308315277, "dataset_mask_diff_outside": 0.0090715903788805, "dataset_mask_diff_separation": 0.2927392404526472, "dataset_mask_diff_iou": 0.9579182571455171, "dataset_mask_diff_recall": 0.9839718455329648, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4097466766834259, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.44704830513142785}
+ 
+
+
+
+ 177824_3
+ make a cat jump onto a bed
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.004009246826171875, "dataset_mask_area": 0.004009246826171875, "dataset_mask_diff_inside": 0.1460740715265274, "dataset_mask_diff_outside": 0.0013158513465896249, "dataset_mask_diff_separation": 0.14475822017993778, "dataset_mask_diff_iou": 0.5725886878472717, "dataset_mask_diff_recall": 0.5880889669300556, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3737778663635254, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2369924213988126}
+ 
+
+
+
+ 203920_1
+ make the stop sing an animal sign
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.24593600630760193, "dataset_mask_area": 0.245936, "dataset_mask_diff_inside": 0.31116822361946106, "dataset_mask_diff_outside": 0.012710094451904297, "dataset_mask_diff_separation": 0.29845812916755676, "dataset_mask_diff_iou": 0.9174695173646972, "dataset_mask_diff_recall": 0.9461276785146563, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06143790856003761, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3545096516609192, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4463995783919067}
+ 
+
+
+
+ 428304_2
+ leave only oranges
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1937427520751953, "dataset_mask_area": 0.1937427520751953, "dataset_mask_diff_inside": 0.21116404235363007, "dataset_mask_diff_outside": 0.004422225058078766, "dataset_mask_diff_separation": 0.2067418172955513, "dataset_mask_diff_iou": 0.928498065423848, "dataset_mask_diff_recall": 0.9515933669790916, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.28281548619270325, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.35622531982557676}
+ 
+
+
+
+ 524924_3
+ change the bowl of fruit into a plate of salad
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.06298160552978516, "dataset_mask_area": 0.06298160552978516, "dataset_mask_diff_inside": 0.2985581159591675, "dataset_mask_diff_outside": 0.00039659583126194775, "dataset_mask_diff_separation": 0.29816152012790553, "dataset_mask_diff_iou": 0.964062029509184, "dataset_mask_diff_recall": 0.9941160032292119, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.48464760184288025, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.45361360379817606}
+ 
+
+
+
+ 381112_1
+ remove a giraffe
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.24323199689388275, "dataset_mask_area": 0.243232, "dataset_mask_diff_inside": 0.3313457667827606, "dataset_mask_diff_outside": 0.009128465317189693, "dataset_mask_diff_separation": 0.3222173014655709, "dataset_mask_diff_iou": 0.8063167314694809, "dataset_mask_diff_recall": 0.9288342249791159, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.40029335021972656, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4561286782410733}
+ 
+
+
+
+ 182759_2
+ awake the dog and give it brown eyes
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.024255752563476562, "dataset_mask_area": 0.024255752563476562, "dataset_mask_diff_inside": 0.18133394420146942, "dataset_mask_diff_outside": 0.001314162858761847, "dataset_mask_diff_separation": 0.18001978134270757, "dataset_mask_diff_iou": 0.6912180423099624, "dataset_mask_diff_recall": 0.7670642581356867, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2224123179912567, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.29364851674533055}
+ 
+
+
+
+ 151_1
+ Add a dear on the grass.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07566799968481064, "dataset_mask_area": 0.075668, "dataset_mask_diff_inside": 0.16077430546283722, "dataset_mask_diff_outside": 0.017115145921707153, "dataset_mask_diff_separation": 0.14365915954113007, "dataset_mask_diff_iou": 0.5984848484848485, "dataset_mask_diff_recall": 0.6930448083498291, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.43526363372802734, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.24319913369330506}
+ 
+
+
+
+ 50151_2
+ Put a drawing of a rat next to the hand.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.11460494995117188, "dataset_mask_area": 0.11460494995117188, "dataset_mask_diff_inside": 0.18422621488571167, "dataset_mask_diff_outside": 0.00455273175612092, "dataset_mask_diff_separation": 0.17967348312959075, "dataset_mask_diff_iou": 0.6837296216654415, "dataset_mask_diff_recall": 0.7967576655191738, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5008634328842163, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.29359134435021067}
+ 
+
+
+
+ 496215_1
+ add flowers in the girl's hair
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03999599814414978, "dataset_mask_area": 0.039996, "dataset_mask_diff_inside": 0.1586911678314209, "dataset_mask_diff_outside": 0.0052931043319404125, "dataset_mask_diff_separation": 0.15339806349948049, "dataset_mask_diff_iou": 0.7695814716877907, "dataset_mask_diff_recall": 0.8971088435374149, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2433939427137375, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.28163219384351196}
+ 
+
+
+
+ 155790_3
+ Could it be two balls?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0977468490600586, "dataset_mask_area": 0.0977468490600586, "dataset_mask_diff_inside": 0.35125061869621277, "dataset_mask_diff_outside": 0.0008167273481376469, "dataset_mask_diff_separation": 0.3504338913480751, "dataset_mask_diff_iou": 0.9657618188309997, "dataset_mask_diff_recall": 0.9888154449615161, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4290786385536194, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5058779274062557}
+ 
+
+
+
+ 577847_2
+ change the orange into kiwi fruit
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10268020629882812, "dataset_mask_area": 0.10268020629882812, "dataset_mask_diff_inside": 0.2366945743560791, "dataset_mask_diff_outside": 0.00044861406786367297, "dataset_mask_diff_separation": 0.23624596028821543, "dataset_mask_diff_iou": 0.9603785780240074, "dataset_mask_diff_recall": 0.993960302367141, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5677012801170349, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.39124980174578194}
+ 
+
+
+
+ 360871_1
+ What if the vegetables are in a bowl?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.048448000103235245, "dataset_mask_area": 0.048448, "dataset_mask_diff_inside": 0.1648041158914566, "dataset_mask_diff_outside": 0.004080868326127529, "dataset_mask_diff_separation": 0.16072324756532907, "dataset_mask_diff_iou": 0.8356261859582542, "dataset_mask_diff_recall": 0.9517334533993697, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42902711033821106, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2990677280162944}
+ 
+
+
+
+ 289514_2
+ Can it be a boy not a girl?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.11837387084960938, "dataset_mask_area": 0.11837387084960938, "dataset_mask_diff_inside": 0.28422409296035767, "dataset_mask_diff_outside": 0.0017032045871019363, "dataset_mask_diff_separation": 0.28252088837325573, "dataset_mask_diff_iou": 0.8851184110007639, "dataset_mask_diff_recall": 0.9447479574030888, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.48236700892448425, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.42652501598947096}
+ 
+
+
+
+ 81971_1
+ Let the woman drink wine.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.021384000778198242, "dataset_mask_area": 0.021384, "dataset_mask_diff_inside": 0.17615345120429993, "dataset_mask_diff_outside": 0.00766911031678319, "dataset_mask_diff_separation": 0.16848434088751674, "dataset_mask_diff_iou": 0.6211367405397256, "dataset_mask_diff_recall": 0.7619752173108932, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4723147451877594, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2734997584447195}
+ 
+
+
+
+ 393243_1
+ What if the boy was bald?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.19009199738502502, "dataset_mask_area": 0.190092, "dataset_mask_diff_inside": 0.16407164931297302, "dataset_mask_diff_outside": 0.007332365959882736, "dataset_mask_diff_separation": 0.1567392833530903, "dataset_mask_diff_iou": 0.8877336378388124, "dataset_mask_diff_recall": 0.9487442995696577, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.23370365798473358, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.30121709187653406}
+ 
+
+
+
+ 3131_2
+ let the plate be made of glass
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.25254249572753906, "dataset_mask_area": 0.25254249572753906, "dataset_mask_diff_inside": 0.28873369097709656, "dataset_mask_diff_outside": 0.0011910950997844338, "dataset_mask_diff_separation": 0.2875425958773121, "dataset_mask_diff_iou": 0.9382302392546471, "dataset_mask_diff_recall": 0.997939458566681, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.35567066073417664, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.440047802930537}
+ 
+
+
+
+ 329847_1
+ give her a baseball cap
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.028675999492406845, "dataset_mask_area": 0.028676, "dataset_mask_diff_inside": 0.2536824643611908, "dataset_mask_diff_outside": 0.00739372568204999, "dataset_mask_diff_separation": 0.2462887386791408, "dataset_mask_diff_iou": 0.6239720626337727, "dataset_mask_diff_recall": 0.7643162688008831, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36878064274787903, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3517380369472288}
+ 
+
+
+
+ 393226_2
+ Change the bus for a school bus
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.23225784301757812, "dataset_mask_area": 0.23225784301757812, "dataset_mask_diff_inside": 0.31235069036483765, "dataset_mask_diff_outside": 0.0014345543459057808, "dataset_mask_diff_separation": 0.31091613601893187, "dataset_mask_diff_iou": 0.9430735491207408, "dataset_mask_diff_recall": 0.9885484646854233, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.41851040720939636, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4636269005008377}
+ 
+
+
+
+ 450129_3
+ Can we have a glass of soda next to the plate?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.014874458312988281, "dataset_mask_area": 0.014874458312988281, "dataset_mask_diff_inside": 0.1494854986667633, "dataset_mask_diff_outside": 0.0004059785569552332, "dataset_mask_diff_separation": 0.14907952010980807, "dataset_mask_diff_iou": 0.8340918745069482, "dataset_mask_diff_recall": 0.9397005537704246, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.434631884098053, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2867585672014588}
+ 
+
+
+
+ 43425_3
+ Give it a hat.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1474437713623047, "dataset_mask_area": 0.1474437713623047, "dataset_mask_diff_inside": 0.21081671118736267, "dataset_mask_diff_outside": 0.0035477534402161837, "dataset_mask_diff_separation": 0.2072689577471465, "dataset_mask_diff_iou": 0.8866135554348482, "dataset_mask_diff_recall": 0.929842328799205, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.19066333770751953, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.35085627755129645}
+ 
+
+
+
+ 82679_1
+ Put a whale in the water.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03728799894452095, "dataset_mask_area": 0.037288, "dataset_mask_diff_inside": 0.19126561284065247, "dataset_mask_diff_outside": 0.007092475891113281, "dataset_mask_diff_separation": 0.18417313694953918, "dataset_mask_diff_iou": 0.8684972541188217, "dataset_mask_diff_recall": 0.9262059418592269, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4461786448955536, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3254410451181669}
+ 
+
+
+
+ 140043_1
+ Let the jam be changed to strawberry one.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.019015999510884285, "dataset_mask_area": 0.019016, "dataset_mask_diff_inside": 0.2389206439256668, "dataset_mask_diff_outside": 0.00471119349822402, "dataset_mask_diff_separation": 0.2342094504274428, "dataset_mask_diff_iou": 0.6736002773444271, "dataset_mask_diff_recall": 0.7928994082840237, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.48092731833457947, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.346757460040135}
+ 
+
+
+
+ 209923_3
+ add soda cans on the counter
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.05492591857910156, "dataset_mask_area": 0.05492591857910156, "dataset_mask_diff_inside": 0.2591745853424072, "dataset_mask_diff_outside": 0.00048776730545796454, "dataset_mask_diff_separation": 0.25868681803694926, "dataset_mask_diff_iou": 0.8485062575696407, "dataset_mask_diff_recall": 0.9645479577787976, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3845253586769104, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.39908948725645804}
+ 
+
+
+
+ 422328_1
+ let the horse eat a carrot without the bag
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09988000243902206, "dataset_mask_area": 0.09988, "dataset_mask_diff_inside": 0.26526007056236267, "dataset_mask_diff_outside": 0.011799418367445469, "dataset_mask_diff_separation": 0.2534606521949172, "dataset_mask_diff_iou": 0.7354791091714268, "dataset_mask_diff_recall": 0.7872968980797637, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.593827486038208, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3732100212186789}
+ 
+
+
+
+ 104304_2
+ let the woman have blonde hair
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.045754432678222656, "dataset_mask_area": 0.045754432678222656, "dataset_mask_diff_inside": 0.26211726665496826, "dataset_mask_diff_outside": 0.0008505257428623736, "dataset_mask_diff_separation": 0.2612667409121059, "dataset_mask_diff_iou": 0.8731803797468355, "dataset_mask_diff_recall": 0.9447261988829685, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5100557804107666, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4038374344370449}
+ 
+
+
+
+ 371643_3
+ let the plates be on a wooden table
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2358379364013672, "dataset_mask_area": 0.2358379364013672, "dataset_mask_diff_inside": 0.3905217945575714, "dataset_mask_diff_outside": 0.0019198873778805137, "dataset_mask_diff_separation": 0.3886019071796909, "dataset_mask_diff_iou": 0.975577072881308, "dataset_mask_diff_recall": 0.9980798850408592, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4764145016670227, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5455943513270822}
+ 
+
+
+
+ 423935_1
+ Change the text on the parking meter to say "NO"
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.012959999963641167, "dataset_mask_area": 0.01296, "dataset_mask_diff_inside": 0.2575514316558838, "dataset_mask_diff_outside": 0.006765404716134071, "dataset_mask_diff_separation": 0.2507860269397497, "dataset_mask_diff_iou": 0.7536090041595302, "dataset_mask_diff_recall": 0.7843137254901961, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.49195417761802673, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3725916564585012}
+ 
+
+
+
+ 122927_3
+ Have baby birds follow the large bird.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.11237144470214844, "dataset_mask_area": 0.11237144470214844, "dataset_mask_diff_inside": 0.2357732504606247, "dataset_mask_diff_outside": 0.004781981464475393, "dataset_mask_diff_separation": 0.2309912689961493, "dataset_mask_diff_iou": 0.8584471654044872, "dataset_mask_diff_recall": 0.9212520676501367, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2918720543384552, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3708550115506932}
+ 
+
+
+
+ 24629_1
+ Let the arabic writing be changed to Chinese.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03957200050354004, "dataset_mask_area": 0.039572, "dataset_mask_diff_inside": 0.19928108155727386, "dataset_mask_diff_outside": 0.007657354231923819, "dataset_mask_diff_separation": 0.19162372732535005, "dataset_mask_diff_iou": 0.7974898556195149, "dataset_mask_diff_recall": 0.9231021299836155, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.32984820008277893, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3242465951990364}
+ 
+
+
+
+ 102171_1
+ Let the monitor turn black.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.133760005235672, "dataset_mask_area": 0.13376, "dataset_mask_diff_inside": 0.29841750860214233, "dataset_mask_diff_outside": 0.011456334963440895, "dataset_mask_diff_separation": 0.28696117363870144, "dataset_mask_diff_iou": 0.8018571660620499, "dataset_mask_diff_recall": 0.8943744904429749, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.32045072317123413, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4189590131838664}
+ 
+
+
+
+ 188612_1
+ Let's add a cat on the roof.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.004619999788701534, "dataset_mask_area": 0.00462, "dataset_mask_diff_inside": 0.28821438550949097, "dataset_mask_diff_outside": 0.007339639589190483, "dataset_mask_diff_separation": 0.2808747459203005, "dataset_mask_diff_iou": 0.3077844311377245, "dataset_mask_diff_recall": 0.31995020230314347, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.39139124751091003, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.33060688574895314}
+ 
+
+
+
+ 337180_3
+ let the cat lay on a wooden floor instead of a carpet
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.25989437103271484, "dataset_mask_area": 0.25989437103271484, "dataset_mask_diff_inside": 0.3753008246421814, "dataset_mask_diff_outside": 0.027724314481019974, "dataset_mask_diff_separation": 0.3475765101611614, "dataset_mask_diff_iou": 0.8800252622714992, "dataset_mask_diff_recall": 0.9525610788926994, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.26274511218070984, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.15019294619560242, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4912819847894493}
+ 
+
+
+
+ 2585_1
+ let the woman kiss
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0072280000895261765, "dataset_mask_area": 0.007228, "dataset_mask_diff_inside": 0.14120252430438995, "dataset_mask_diff_outside": 0.0052969795651733875, "dataset_mask_diff_separation": 0.13590554473921657, "dataset_mask_diff_iou": 0.545692883895131, "dataset_mask_diff_recall": 0.6280172413793104, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.34728479385375977, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.22650938046180472}
+ 
+
+
+
+ 125106_1
+ replace the chocolate with berries
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03062400035560131, "dataset_mask_area": 0.030624, "dataset_mask_diff_inside": 0.12670861184597015, "dataset_mask_diff_outside": 0.005620082374662161, "dataset_mask_diff_separation": 0.12108852947130799, "dataset_mask_diff_iou": 0.6668651738923297, "dataset_mask_diff_recall": 0.8832623442183309, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.48192098736763, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.23644284410712077}
+ 
+
+
+
+ 382564_2
+ put a vase on top of the table
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10631656646728516, "dataset_mask_area": 0.10631656646728516, "dataset_mask_diff_inside": 0.39685550332069397, "dataset_mask_diff_outside": 0.0017840754007920623, "dataset_mask_diff_separation": 0.3950714279199019, "dataset_mask_diff_iou": 0.9479326994960378, "dataset_mask_diff_recall": 0.9798358137040101, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4381846785545349, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5480167844075868}
+ 
+
+
+
+ 572804_1
+ let a cat be near the hydrant
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.06560000032186508, "dataset_mask_area": 0.0656, "dataset_mask_diff_inside": 0.2981206178665161, "dataset_mask_diff_outside": 0.022266950458288193, "dataset_mask_diff_separation": 0.2758536674082279, "dataset_mask_diff_iou": 0.38236902548397683, "dataset_mask_diff_recall": 0.4094156224382246, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2895239293575287, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.33811457536383416}
+ 
+
+
+
+ 480489_2
+ turn the mountain in a waterfall
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.24691104888916016, "dataset_mask_area": 0.24691104888916016, "dataset_mask_diff_inside": 0.3170546293258667, "dataset_mask_diff_outside": 0.012294724583625793, "dataset_mask_diff_separation": 0.3047599047422409, "dataset_mask_diff_iou": 0.9077633293795487, "dataset_mask_diff_recall": 0.9456508474059159, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.08627450466156006, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2262510508298874, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4515175381640234}
+ 
+
+
+
+ 178403_1
+ Make the apples green
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09026399999856949, "dataset_mask_area": 0.090264, "dataset_mask_diff_inside": 0.24045243859291077, "dataset_mask_diff_outside": 0.0069871018640697, "dataset_mask_diff_separation": 0.23346533672884107, "dataset_mask_diff_iou": 0.8206619695231853, "dataset_mask_diff_recall": 0.9156307129798903, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.27719131112098694, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3685700015908189}
+ 
+
+
+
+ 106772_1
+ What if the child was holding a bottle of peper?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.043480001389980316, "dataset_mask_area": 0.04348, "dataset_mask_diff_inside": 0.16431769728660583, "dataset_mask_diff_outside": 0.007374592125415802, "dataset_mask_diff_separation": 0.15694310516119003, "dataset_mask_diff_iou": 0.7085667884693463, "dataset_mask_diff_recall": 0.8579294071379412, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4145944118499756, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.27628829606302924}
+ 
+
+
+
+ 492077_1
+ Put a ball on the sidewalk.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.012691999785602093, "dataset_mask_area": 0.012692, "dataset_mask_diff_inside": 0.20219910144805908, "dataset_mask_diff_outside": 0.010169986635446548, "dataset_mask_diff_separation": 0.19202911481261253, "dataset_mask_diff_iou": 0.2671327294210319, "dataset_mask_diff_recall": 0.2798061056105611, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3792477250099182, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2352772865675588}
+ 
+
+
+
+ 532810_1
+ Put a penguin near the polar bears.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.01358800008893013, "dataset_mask_area": 0.013588, "dataset_mask_diff_inside": 0.18587912619113922, "dataset_mask_diff_outside": 0.0064758313819766045, "dataset_mask_diff_separation": 0.17940329480916262, "dataset_mask_diff_iou": 0.6234473741555895, "dataset_mask_diff_recall": 0.7058968665186282, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5779168009757996, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2824528543685785}
+ 
+
+
+
+ 392837_1
+ let the surfboard be green
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.08259599655866623, "dataset_mask_area": 0.082596, "dataset_mask_diff_inside": 0.32587096095085144, "dataset_mask_diff_outside": 0.006317827384918928, "dataset_mask_diff_separation": 0.3195531335659325, "dataset_mask_diff_iou": 0.7919845654652284, "dataset_mask_diff_recall": 0.8933181660814086, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.41354233026504517, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.45032400806501627}
+ 
+
+
+
+ 531495_2
+ Add hot air balloons
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.09613990783691406, "dataset_mask_area": 0.09613990783691406, "dataset_mask_diff_inside": 0.30833402276039124, "dataset_mask_diff_outside": 0.0026280598249286413, "dataset_mask_diff_separation": 0.3057059629354626, "dataset_mask_diff_iou": 0.8858183230567558, "dataset_mask_diff_recall": 0.9767133114206487, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.28174877166748047, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.45107269415909923}
+ 
+
+
+
+ 70952_2
+ let the ladies wear red dresses
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1500396728515625, "dataset_mask_area": 0.1500396728515625, "dataset_mask_diff_inside": 0.18519733846187592, "dataset_mask_diff_outside": 0.0018853566143661737, "dataset_mask_diff_separation": 0.18331198184750974, "dataset_mask_diff_iou": 0.900058850213945, "dataset_mask_diff_recall": 0.9620104703808782, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.29562467336654663, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.32979946268841825}
+ 
+
+
+
+ 259097_3
+ Make all the grass green.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2634592056274414, "dataset_mask_area": 0.2634592056274414, "dataset_mask_diff_inside": 0.2634054124355316, "dataset_mask_diff_outside": 0.021933401003479958, "dataset_mask_diff_separation": 0.24147201143205166, "dataset_mask_diff_iou": 0.8090160384358412, "dataset_mask_diff_recall": 0.9177689837861308, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.17124183475971222, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.47624048590660095, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3752646953957978}
+ 
+
+
+
+ 142585_1
+ Let the van turn black.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.12195199728012085, "dataset_mask_area": 0.121952, "dataset_mask_diff_inside": 0.23871013522148132, "dataset_mask_diff_outside": 0.007185146678239107, "dataset_mask_diff_separation": 0.23152498854324222, "dataset_mask_diff_iou": 0.8201824010956517, "dataset_mask_diff_recall": 0.9414412805030548, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.35960930585861206, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3676045278948426}
+ 
+
+
+
+ 308192_1
+ put a tennis racket next to the bat
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.30272001028060913, "dataset_mask_area": 0.30272, "dataset_mask_diff_inside": 0.24405817687511444, "dataset_mask_diff_outside": 0.022317711263895035, "dataset_mask_diff_separation": 0.2217404656112194, "dataset_mask_diff_iou": 0.7405523164297138, "dataset_mask_diff_recall": 0.9403412270743057, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.11633988469839096, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.34248507022857666, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3482203926657573}
+ 
+
+
+
+ 102625_3
+ let the cabinets be made of dark wood
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10870933532714844, "dataset_mask_area": 0.10870933532714844, "dataset_mask_diff_inside": 0.22277043759822845, "dataset_mask_diff_outside": 0.0010962288361042738, "dataset_mask_diff_separation": 0.22167420876212418, "dataset_mask_diff_iou": 0.9470286788500991, "dataset_mask_diff_recall": 0.9777813228399493, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.31133970618247986, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.374428903137734}
+ 
+
+
+
+ 291861_1
+ Make the zebra a regular horse.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.3255999982357025, "dataset_mask_area": 0.3256, "dataset_mask_diff_inside": 0.4139193892478943, "dataset_mask_diff_outside": 0.05374003201723099, "dataset_mask_diff_separation": 0.3601793572306633, "dataset_mask_diff_iou": 0.5778866386112572, "dataset_mask_diff_recall": 0.8426309145240416, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.26405230164527893, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.0732962116599083, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.46323099044497584}
+ 
+
+
+
+ 336015_3
+ add a polar bear
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.04510688781738281, "dataset_mask_area": 0.04510688781738281, "dataset_mask_diff_inside": 0.32868751883506775, "dataset_mask_diff_outside": 0.003342330688610673, "dataset_mask_diff_separation": 0.3253451881464571, "dataset_mask_diff_iou": 0.6923768655539078, "dataset_mask_diff_recall": 0.7317548978741142, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.609460175037384, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.43770060792789056}
+ 
+
+
+
+ 184384_1
+ Let the bluebery cake be topped with chocolate syrup.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.07767599821090698, "dataset_mask_area": 0.077676, "dataset_mask_diff_inside": 0.37697845697402954, "dataset_mask_diff_outside": 0.007749240379780531, "dataset_mask_diff_separation": 0.369229216594249, "dataset_mask_diff_iou": 0.8601753797498682, "dataset_mask_diff_recall": 0.9252615844544095, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.37691229581832886, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5094607255424096}
+ 
+
+
+
+ 292451_3
+ change the trees at the back into palm trees
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.17671775817871094, "dataset_mask_area": 0.17671775817871094, "dataset_mask_diff_inside": 0.4764745533466339, "dataset_mask_diff_outside": 0.004712091758847237, "dataset_mask_diff_separation": 0.4717624615877867, "dataset_mask_diff_iou": 0.8592539837977388, "dataset_mask_diff_recall": 0.9113876240636213, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36486008763313293, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.6113284446060601}
+ 
+
+
+
+ 67269_2
+ swap the surfboard for a skateboard
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1708812713623047, "dataset_mask_area": 0.1708812713623047, "dataset_mask_diff_inside": 0.36895129084587097, "dataset_mask_diff_outside": 0.002018130151554942, "dataset_mask_diff_separation": 0.36693316069431603, "dataset_mask_diff_iou": 0.8828762527327432, "dataset_mask_diff_recall": 0.9667350058661105, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3423616588115692, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5115477112568896}
+ 
+
+
+
+ 501972_1
+ change the fire truck into a battle tank
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2589400112628937, "dataset_mask_area": 0.25894, "dataset_mask_diff_inside": 0.3197731375694275, "dataset_mask_diff_outside": 0.006318890955299139, "dataset_mask_diff_separation": 0.31345424661412835, "dataset_mask_diff_iou": 0.8901206933059076, "dataset_mask_diff_recall": 0.9770403081213892, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3501189649105072, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4593503421356928}
+ 
+
+
+
+ 365258_1
+ Add a cup of coffee.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1362680047750473, "dataset_mask_area": 0.136268, "dataset_mask_diff_inside": 0.300382524728775, "dataset_mask_diff_outside": 0.007196228951215744, "dataset_mask_diff_separation": 0.2931862957775593, "dataset_mask_diff_iou": 0.935681426106958, "dataset_mask_diff_recall": 0.9785602598027424, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36345186829566956, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 0.9882352948188782, "dataset_mask_calibration_score": 0.4446104773025039}
+ 
+
+
+
+ 109776_1
+ change the bag of chips into a backpack
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10116799920797348, "dataset_mask_area": 0.101168, "dataset_mask_diff_inside": 0.34940141439437866, "dataset_mask_diff_outside": 0.006834815721958876, "dataset_mask_diff_separation": 0.3425665986724198, "dataset_mask_diff_iou": 0.9596365745215543, "dataset_mask_diff_recall": 0.9774356147121367, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.24885748326778412, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.49682041220349177}
+ 
+
+
+
+ 108871_1
+ put a lion in the place of the donkey
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.08655200153589249, "dataset_mask_area": 0.086552, "dataset_mask_diff_inside": 0.2584530711174011, "dataset_mask_diff_outside": 0.010094482451677322, "dataset_mask_diff_separation": 0.2483585886657238, "dataset_mask_diff_iou": 0.7493249324932493, "dataset_mask_diff_recall": 0.867228561958426, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4368855953216553, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.37296672304325074}
+ 
+
+
+
+ 194956_3
+ add a table in front
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.03754615783691406, "dataset_mask_area": 0.03754615783691406, "dataset_mask_diff_inside": 0.18333174288272858, "dataset_mask_diff_outside": 0.0009473363170400262, "dataset_mask_diff_separation": 0.18238440656568855, "dataset_mask_diff_iou": 0.7917746633942703, "dataset_mask_diff_recall": 0.890904867599236, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4565185606479645, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.31303356087697043}
+ 
+
+
+
+ 450597_2
+ add a dog catching a ball
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.05419921875, "dataset_mask_area": 0.05419921875, "dataset_mask_diff_inside": 0.1955483853816986, "dataset_mask_diff_outside": 0.004129400942474604, "dataset_mask_diff_separation": 0.191418984439224, "dataset_mask_diff_iou": 0.6343069837865118, "dataset_mask_diff_recall": 0.6915468739253043, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.40970972180366516, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.2951976974506176}
+ 
+
+
+
+ 270650_1
+ put skis on the wheel
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10781600326299667, "dataset_mask_area": 0.107816, "dataset_mask_diff_inside": 0.37581390142440796, "dataset_mask_diff_outside": 0.010271154344081879, "dataset_mask_diff_separation": 0.3655427470803261, "dataset_mask_diff_iou": 0.7607023411371238, "dataset_mask_diff_recall": 0.8853294928184967, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4485207498073578, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4922402077295208}
+ 
+
+
+
+ 417814_1
+ Let the carpet be changed to wooden floor.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.22939200699329376, "dataset_mask_area": 0.229392, "dataset_mask_diff_inside": 0.3356267511844635, "dataset_mask_diff_outside": 0.005037291906774044, "dataset_mask_diff_separation": 0.33058945927768946, "dataset_mask_diff_iou": 0.9482711447039912, "dataset_mask_diff_recall": 0.9800293374335047, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4364333748817444, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4835831701395086}
+ 
+
+
+
+ 544114_3
+ Add a goat next to the cow.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.04811668395996094, "dataset_mask_area": 0.04811668395996094, "dataset_mask_diff_inside": 0.15473094582557678, "dataset_mask_diff_outside": 0.00746099092066288, "dataset_mask_diff_separation": 0.1472699549049139, "dataset_mask_diff_iou": 0.4748748556026184, "dataset_mask_diff_recall": 0.507771487390633, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5026087760925293, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.22456579707285343}
+ 
+
+
+
+ 540816_1
+ Make the plane further away.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.1733119934797287, "dataset_mask_area": 0.173312, "dataset_mask_diff_inside": 0.3672158122062683, "dataset_mask_diff_outside": 0.0070134117268025875, "dataset_mask_diff_separation": 0.3602024004794657, "dataset_mask_diff_iou": 0.9587573165240882, "dataset_mask_diff_recall": 0.975, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.42233818769454956, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5142532784623564}
+ 
+
+
+
+ 266961_1
+ There should be a tree on the front.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.2499759942293167, "dataset_mask_area": 0.249976, "dataset_mask_diff_inside": 0.424960732460022, "dataset_mask_diff_outside": 0.04531160369515419, "dataset_mask_diff_separation": 0.3796491287648678, "dataset_mask_diff_iou": 0.7520987792742919, "dataset_mask_diff_recall": 0.8583333333333333, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.20915032923221588, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.2744765281677246, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5042343156111162}
+ 
+
+
+
+ 853_2
+ add a glass of water
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.051769256591796875, "dataset_mask_area": 0.051769256591796875, "dataset_mask_diff_inside": 0.2883519232273102, "dataset_mask_diff_outside": 0.0013104974059388041, "dataset_mask_diff_separation": 0.2870414258213714, "dataset_mask_diff_iou": 0.8900253129917219, "dataset_mask_diff_recall": 0.9255807335206858, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3992116153240204, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 0.9529411792755127, "dataset_mask_calibration_score": 0.4308676927212054}
+ 
+
+
+
+ 459272_2
+ Make the woman smile.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.0032444000244140625, "dataset_mask_area": 0.0032444000244140625, "dataset_mask_diff_inside": 0.1109001636505127, "dataset_mask_diff_outside": 0.00034387121559120715, "dataset_mask_diff_separation": 0.11055629243492149, "dataset_mask_diff_iou": 0.6831267072914478, "dataset_mask_diff_recall": 0.7055121527777778, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.38991492986679077, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.22075198342100633}
+ 
+
+
+
+ 510027_3
+ let the apples be changed to orange slices
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.12326717376708984, "dataset_mask_area": 0.12326717376708984, "dataset_mask_diff_inside": 0.19506649672985077, "dataset_mask_diff_outside": 0.0012456421973183751, "dataset_mask_diff_separation": 0.1938208545325324, "dataset_mask_diff_iou": 0.9257694537951185, "dataset_mask_diff_recall": 0.9720557303939399, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.3299679458141327, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3437954182037042}
+ 
+
+
+
+ 206622_3
+ Put a squirrel on top of the sign.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.010701179504394531, "dataset_mask_area": 0.010701179504394531, "dataset_mask_diff_inside": 0.2760303020477295, "dataset_mask_diff_outside": 0.0003687256248667836, "dataset_mask_diff_separation": 0.2756615764228627, "dataset_mask_diff_iou": 0.742135545094523, "dataset_mask_diff_recall": 0.8212336695882255, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.5200861096382141, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.3975671886177345}
+ 
+
+
+
+ 317806_2
+ let there be a bug on the wood
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.01258087158203125, "dataset_mask_area": 0.01258087158203125, "dataset_mask_diff_inside": 0.3105236291885376, "dataset_mask_diff_outside": 0.0014176646945998073, "dataset_mask_diff_separation": 0.3091059644939378, "dataset_mask_diff_iou": 0.6185662236362703, "dataset_mask_diff_recall": 0.6569295329445747, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.4365285038948059, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.4096110926480732}
+ 
+
+
+
+ 313345_1
+ change the Washington Monument with the Statue of Liberty
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.15795999765396118, "dataset_mask_area": 0.15796, "dataset_mask_diff_inside": 0.4755847156047821, "dataset_mask_diff_outside": 0.004464979283511639, "dataset_mask_diff_separation": 0.47111973632127047, "dataset_mask_diff_iou": 0.9272245788686463, "dataset_mask_diff_recall": 0.9669377109542805, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.429352343082428, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.6210641942236792}
+ 
+
+
+
+ 422921_3
+ make the wood desk a white table.
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.24441146850585938, "dataset_mask_area": 0.24441146850585938, "dataset_mask_diff_inside": 0.5803231596946716, "dataset_mask_diff_outside": 0.15303973853588104, "dataset_mask_diff_separation": 0.4272834211587906, "dataset_mask_diff_iou": 0.8615335120643431, "dataset_mask_diff_recall": 0.9112749546279492, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.45359477400779724, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.13791324198246002, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.5671184407916298}
+ 
+
+
+
+ 175584_2
+ Can we have mountains on the background?
+ {"stage": "qwen_edit_lora", "composition": "raw_qwen_edit_lora_global", "condition_mode": "input_only", "teacher_candidate": null, "teacher_expert": null, "inference_contract": "source_image_plus_prompt_only", "lora_path": "checkpoints/qwen_edit_2511_mtp_phasea/step-2269.safetensors", "cfg_scale": 4.0, "denoising_strength": 0.9, "num_inference_steps": 40, "mask_source": "dataset_mask", "mask_strategy": "dataset_mask_calibrated_to_edit_region", "edit_mask_ratio": 0.10631847381591797, "dataset_mask_area": 0.10631847381591797, "dataset_mask_diff_inside": 0.3556910455226898, "dataset_mask_diff_outside": 0.004795726388692856, "dataset_mask_diff_separation": 0.35089531913399696, "dataset_mask_diff_iou": 0.9221920542684835, "dataset_mask_diff_recall": 0.941747572815534, "dataset_mask_polarity": "target_diff_fallback", "dataset_mask_threshold": 0.06, "dataset_mask_candidate": "target_diff_mask", "dataset_mask_calibrated": true, "dataset_mask_raw_mean": 0.36392641067504883, "dataset_mask_raw_min": 0.0, "dataset_mask_raw_max": 1.0, "dataset_mask_calibration_score": 0.49922826855883634}
+ 
+
+
+
+ 80932_1
+ Make the glass of water a to go cup.
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+ 
+
+
+
+
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