EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing
Paper • 2512.11715 • Published
Datasets:
source_shard stringclasses 389
values | row_idx int64 0 255 | input_img dict | instruction stringlengths 12 234 | output_img dict | type stringclasses 1
value | quality__row_idx int64 0 255 | quality__prefilter_verdict stringclasses 1
value | quality__prefilter_decision stringclasses 1
value | quality__prefilter_confidence float64 0.9 1 | quality__prefilter_reason stringlengths 81 261 | quality__prefilter_failure_mode stringclasses 1
value | quality__prefilter_parse_ok bool 1
class | quality__prefilter_model_name stringclasses 1
value | quality__prefilter_method stringclasses 1
value | quality__prefilter_evidence_schema stringclasses 1
value | quality__prefilter_run_id stringclasses 4
values | quality__prefilter_prompt_version stringclasses 1
value | quality__prefilter_failed_dimensions_json stringclasses 1
value | quality__prefilter_unresolved_dimensions_json stringclasses 1
value | quality__prefilter_reason_codes_json stringclasses 1
value | quality__filter_decision stringclasses 1
value | quality__filter_reason_codes stringclasses 1
value | quality__filter_mismatch_score float64 0 0 | quality__manual_override_json stringclasses 0
values | quality_audit__row_idx int64 0 255 | quality_audit__raw_type stringclasses 1
value | quality_audit__canonical_type stringclasses 1
value | quality_audit__instruction stringlengths 12 234 | quality_audit__prefilter_verdict stringclasses 1
value | quality_audit__prefilter_decision stringclasses 1
value | quality_audit__prefilter_confidence float64 0.9 1 | quality_audit__prefilter_reason stringlengths 81 261 | quality_audit__prefilter_failure_mode stringclasses 1
value | quality_audit__prefilter_parse_ok bool 1
class | quality_audit__prefilter_model_name stringclasses 1
value | quality_audit__prefilter_method stringclasses 1
value | quality_audit__prefilter_evidence_schema stringclasses 1
value | quality_audit__prefilter_run_id stringclasses 4
values | quality_audit__prefilter_prompt_version stringclasses 1
value | quality_audit__prefilter_assessment_json stringlengths 1.19k 2.21k | quality_audit__prefilter_failed_dimensions_json stringclasses 1
value | quality_audit__prefilter_unresolved_dimensions_json stringclasses 1
value | quality_audit__prefilter_reason_codes_json stringclasses 1
value | quality_audit__prefilter_raw_response stringlengths 1.32k 2.34k | quality_audit__prefilter_attempts_json stringlengths 1.49k 2.51k | quality_audit__prefilter_error stringclasses 1
value | quality_audit__prefilter_inference_seconds float64 2.45 6.84 | quality_audit__filter_decision stringclasses 1
value | quality_audit__filter_reason_codes stringclasses 1
value | quality_audit__filter_mismatch_score float64 0 0 | quality_audit__manual_override_json stringclasses 0
values | scene__row_idx int64 0 255 | scene__source_prefilter_verdict stringclasses 1
value | scene__source_prefilter_run_id stringclasses 4
values | scene__scene_decision stringclasses 1
value | scene__scene_pass bool 1
class | scene__scene_target stringlengths 3 86 | scene__scene_reference stringlengths 5 138 | scene__scene_reason stringlengths 106 338 | scene__scene_model_called bool 1
class | scene__scene_parse_ok bool 1
class | scene__scene_model_name stringclasses 1
value | scene__scene_filter_method stringclasses 1
value | scene__scene_evidence_schema stringclasses 1
value | scene__scene_prompt_version stringclasses 1
value | scene__scene_run_id stringclasses 6
values | scene_audit__row_idx int64 0 255 | scene_audit__raw_type stringclasses 1
value | scene_audit__canonical_type stringclasses 1
value | scene_audit__instruction stringlengths 12 234 | scene_audit__source_prefilter_verdict stringclasses 1
value | scene_audit__source_prefilter_run_id stringclasses 4
values | scene_audit__scene_decision stringclasses 1
value | scene_audit__scene_pass bool 1
class | scene_audit__scene_target stringlengths 3 86 | scene_audit__scene_reference stringlengths 5 138 | scene_audit__scene_reason stringlengths 106 338 | scene_audit__scene_model_called bool 1
class | scene_audit__scene_parse_ok bool 1
class | scene_audit__scene_model_name stringclasses 1
value | scene_audit__scene_filter_method stringclasses 1
value | scene_audit__scene_evidence_schema stringclasses 1
value | scene_audit__scene_prompt_version stringclasses 1
value | scene_audit__scene_run_id stringclasses 6
values | scene_audit__scene_assessment_json stringlengths 189 482 | scene_audit__scene_raw_response stringlengths 189 482 | scene_audit__scene_attempts_json stringlengths 261 554 | scene_audit__scene_error stringclasses 1
value | scene_audit__scene_inference_seconds float64 0.76 3.06 | grounding__row_idx int64 0 255 | grounding__raw_type stringclasses 1
value | grounding__canonical_type stringclasses 1
value | grounding__instruction stringlengths 12 234 | grounding__ground_json stringlengths 2.83k 30.4k | grounding__ground_parse_ok bool 1
class | grounding__grounding_status stringclasses 2
values | grounding__qc_flag stringclasses 2
values | grounding__source_width int32 1.02k 3.07k | grounding__source_height int32 1.02k 2.8k | grounding__target_width int32 1.02k 3.07k | grounding__target_height int32 1.02k 2.8k | grounding__mllm_model stringclasses 1
value | grounding__prompt_version stringclasses 1
value | grounding__grounding_seconds float64 0.98 8.23 | grounding__prefilter_verdict stringclasses 1
value | grounding__prefilter_confidence float64 0.9 1 | grounding__prefilter_method stringclasses 1
value | grounding__prefilter_evidence_schema stringclasses 1
value | grounding__prefilter_model_name stringclasses 1
value | grounding__prefilter_run_id stringclasses 4
values | grounding__filter_decision stringclasses 1
value | grounding__prefilter_reason stringlengths 81 261 | grounding__filter_reason_codes stringclasses 1
value | grounding__filter_mismatch_score float64 0 0 | grounding__scene_decision stringclasses 1
value | grounding__scene_pass bool 1
class | grounding__scene_reason stringlengths 106 338 | grounding__scene_run_id stringclasses 6
values | grounding__scene_prompt_version stringclasses 1
value | grounding__scene_filter_method stringclasses 1
value | grounding__scene_model_name stringclasses 1
value | grounding__scene_parse_ok bool 1
class | grounding__mask_selection_reason stringclasses 1
value | mask__row_idx int64 0 255 | mask__raw_type stringclasses 1
value | mask__canonical_type stringclasses 1
value | mask__instruction stringlengths 12 234 | mask__ground_json stringlengths 2.83k 30.4k | mask__mask_png unknown | mask__instance_masks listlengths 0 13 | mask__mask_source stringclasses 5
values | mask__area_frac float64 0 0.94 | mask__qc_flag stringclasses 3
values | mask__qc_flags_json stringclasses 4
values | mask__mask_height int32 0 2.8k | mask__mask_width int32 0 3.07k | mask__mask_sum int64 0 1.57M | mask__ar_delta float64 0 0.02 ⌀ | mask__grounding_status stringclasses 2
values | mask__mllm_model stringclasses 1
value | mask__prompt_version stringclasses 1
value | mask__sam_version stringclasses 1
value | mask__mask_seconds float64 0 3.97 | mask__prefilter_verdict stringclasses 1
value | mask__prefilter_confidence float64 0.9 1 | mask__prefilter_method stringclasses 1
value | mask__prefilter_evidence_schema stringclasses 1
value | mask__prefilter_model_name stringclasses 1
value | mask__prefilter_run_id stringclasses 4
values | mask__filter_decision stringclasses 1
value | mask__prefilter_reason stringlengths 81 261 | mask__filter_reason_codes stringclasses 1
value | mask__filter_mismatch_score float64 0 0 | mask__scene_decision stringclasses 1
value | mask__scene_pass bool 1
class | mask__scene_reason stringlengths 106 338 | mask__scene_run_id stringclasses 6
values | mask__scene_prompt_version stringclasses 1
value | mask__scene_filter_method stringclasses 1
value | mask__scene_model_name stringclasses 1
value | mask__scene_parse_ok bool 1
class | mask__mask_selection_reason stringclasses 1
value |
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add_00000.parquet | 6 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add the golden fork to the white lace plate | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 6 | PASS | keep | 1 | "The golden fork was successfully added to the white lace plate as requested, with no negative impac(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 6 | add | add | add the golden fork to the white lace plate | PASS | keep | 1 | "The golden fork was successfully added to the white lace plate as requested, with no negative impac(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"All other elements in the scene, such (...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"No fork is present on the white lace plate in(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.144083 | keep | 0 | null | 6 | PASS | pair_prefilter_20260916_041550 | PASS | true | white lace plate | white lace plate | "The instruction targets the specific white lace plate among multiple comparable plates, making the (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 6 | add | add | add the golden fork to the white lace plate | PASS | pair_prefilter_20260916_041550 | PASS | true | white lace plate | white lace plate | "The instruction targets the specific white lace plate among multiple comparable plates, making the (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction targets the specific white lace plate among multiple comparable plate(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"white lace plate\",\"reference\":\"white lace plate\",\"reason\"(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.897963 | 6 | add | add | add the golden fork to the white lace plate | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,536 | 1,024 | 1,536 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The golden fork was successfully added to the white lace plate as requested, with no negative impac(...TRUNCATED) | 0 | PASS | true | "The instruction targets the specific white lace plate among multiple comparable plates, making the (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 6 | add | add | add the golden fork to the white lace plate | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABgAAAAQACAAAAAACGs2eAAAMFElEQVR42u3dS24VWRQF0XzI859y0qGDLdtCIJF3x1rd+jRc1A3(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"gold and white for(...TRUNCATED) | pcs | 0.013245 | OK | ["OK"] | 1,024 | 1,536 | 20,832 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.39038 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The golden fork was successfully added to the white lace plate as requested, with no negative impac(...TRUNCATED) | 0 | PASS | true | "The instruction targets the specific white lace plate among multiple comparable plates, making the (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 14 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add back the figure who appears to be asleep | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 14 | PASS | keep | 1 | "The edit successfully adds a sleeping figure to the right side of the scene, matching the instructi(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 14 | add | add | add back the figure who appears to be asleep | PASS | keep | 1 | "The edit successfully adds a sleeping figure to the right side of the scene, matching the instructi(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The original figures and background el(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The area to the right of the central figures (...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.316685 | keep | 0 | null | 14 | PASS | pair_prefilter_20260916_041550 | PASS | true | the sleeping figure | who appears to be asleep | "The instruction uses the attribute 'appears to be asleep' to select a specific figure among multipl(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 14 | add | add | add back the figure who appears to be asleep | PASS | pair_prefilter_20260916_041550 | PASS | true | the sleeping figure | who appears to be asleep | "The instruction uses the attribute 'appears to be asleep' to select a specific figure among multipl(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction uses the attribute 'appears to be asleep' to select a specific figure(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"the sleeping figure\",\"reference\":\"who appears to be asleep\"(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.882953 | 14 | add | add | add back the figure who appears to be asleep | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,024 | 1,024 | 1,024 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a sleeping figure to the right side of the scene, matching the instructi(...TRUNCATED) | 0 | PASS | true | "The instruction uses the attribute 'appears to be asleep' to select a specific figure among multipl(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 14 | add | add | add back the figure who appears to be asleep | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAAAAABadnRfAAAIM0lEQVR42u3dy1YbORRAUSuL//9lZZAhmPhZVunsPe2Vhoi6x1e(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"sleeping figure","(...TRUNCATED) | pcs | 0.069218 | OK | ["OK"] | 1,024 | 1,024 | 72,580 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.357485 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a sleeping figure to the right side of the scene, matching the instructi(...TRUNCATED) | 0 | PASS | true | "The instruction uses the attribute 'appears to be asleep' to select a specific figure among multipl(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 47 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add back the green box the girl in the striped shirt is holding. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 47 | PASS | keep | 1 | "The edit successfully adds a green box to the girl in the striped shirt as requested, with no negat(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 47 | add | add | Add back the green box the girl in the striped shirt is holding. | PASS | keep | 1 | "The edit successfully adds a green box to the girl in the striped shirt as requested, with no negat(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The rest of the scene, including the o(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The girl in the striped shirt is sitting on a(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.427797 | keep | 0 | null | 47 | PASS | pair_prefilter_20260916_041550 | PASS | true | green box held by the girl in the striped shirt | the girl in the striped shirt | "The instruction selects a specific person among several children in the tree, making the local addi(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 47 | add | add | Add back the green box the girl in the striped shirt is holding. | PASS | pair_prefilter_20260916_041550 | PASS | true | green box held by the girl in the striped shirt | the girl in the striped shirt | "The instruction selects a specific person among several children in the tree, making the local addi(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction selects a specific person among several children in the tree, making (...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"green box held by the girl in the striped shirt\",\"reference\":(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.935175 | 47 | add | add | Add back the green box the girl in the striped shirt is holding. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,536 | 1,024 | 1,536 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a green box to the girl in the striped shirt as requested, with no negat(...TRUNCATED) | 0 | PASS | true | "The instruction selects a specific person among several children in the tree, making the local addi(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 47 | add | add | Add back the green box the girl in the striped shirt is holding. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABgAAAAQACAAAAAACGs2eAAAHAElEQVR42u3cgY3EIBAEQez8c8YhGCGEYKcqhFvJfXN+fWsAAAA(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"green box","bbox_2(...TRUNCATED) | pcs | 0.00137 | OK | ["OK"] | 1,024 | 1,536 | 2,155 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.313389 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a green box to the girl in the striped shirt as requested, with no negat(...TRUNCATED) | 0 | PASS | true | "The instruction selects a specific person among several children in the tree, making the local addi(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 54 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add the statue of the cherub back to the central fountain. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 54 | PASS | keep | 1 | "The edit successfully adds a statue of a cherub to the central fountain as requested, transforming (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 54 | add | add | Add the statue of the cherub back to the central fountain. | PASS | keep | 1 | "The edit successfully adds a statue of a cherub to the central fountain as requested, transforming (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The surrounding architecture, landscap(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The central fountain in the courtyard is a lo(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.739116 | keep | 0 | null | 54 | PASS | pair_prefilter_20260916_041550 | PASS | true | statue of the cherub | central fountain | "The instruction specifies adding a statue to the central fountain, which is a distinct local anchor(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 54 | add | add | Add the statue of the cherub back to the central fountain. | PASS | pair_prefilter_20260916_041550 | PASS | true | statue of the cherub | central fountain | "The instruction specifies adding a statue to the central fountain, which is a distinct local anchor(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction specifies adding a statue to the central fountain, which is a distinc(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"statue of the cherub\",\"reference\":\"central fountain\",\"reas(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.917877 | 54 | add | add | Add the statue of the cherub back to the central fountain. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,671 | 1,024 | 1,671 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a statue of a cherub to the central fountain as requested, transforming (...TRUNCATED) | 0 | PASS | true | "The instruction specifies adding a statue to the central fountain, which is a distinct local anchor(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 54 | add | add | Add the statue of the cherub back to the central fountain. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABocAAAQACAAAAAAGw9/mAAAKv0lEQVR42u3dy1IjMQxAUUzx/79sFmxmeAQqtizbOmdJEYbq6tG(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"stone fountain wit(...TRUNCATED) | pcs | 0.014906 | OK | ["OK"] | 1,024 | 1,671 | 25,506 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.391358 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a statue of a cherub to the central fountain as requested, transforming (...TRUNCATED) | 0 | PASS | true | "The instruction specifies adding a statue to the central fountain, which is a distinct local anchor(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 150 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add a cinnamon stick to the third jar | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 150 | PASS | keep | 1 | "The edit successfully adds a cinnamon stick to the bottom-right jar as requested, with no negative (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 150 | add | add | Add a cinnamon stick to the third jar | PASS | keep | 1 | "The edit successfully adds a cinnamon stick to the bottom-right jar as requested, with no negative (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The other three jars and the surroundi(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The bottom-right jar contains a plain white c(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.224115 | keep | 0 | null | 150 | PASS | pair_prefilter_20260916_041550 | PASS | true | the third jar (bottom-left) | the third jar | "The instruction uses an ordinal cue ('third jar') to select one of four visually comparable jars, m(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 150 | add | add | Add a cinnamon stick to the third jar | PASS | pair_prefilter_20260916_041550 | PASS | true | the third jar (bottom-left) | the third jar | "The instruction uses an ordinal cue ('third jar') to select one of four visually comparable jars, m(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction uses an ordinal cue ('third jar') to select one of four visually comp(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"the third jar (bottom-left)\",\"reference\":\"the third jar\",\"(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.901016 | 150 | add | add | Add a cinnamon stick to the third jar | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,024 | 1,365 | 1,024 | 1,365 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a cinnamon stick to the bottom-right jar as requested, with no negative (...TRUNCATED) | 0 | PASS | true | "The instruction uses an ordinal cue ('third jar') to select one of four visually comparable jars, m(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 150 | add | add | Add a cinnamon stick to the third jar | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAVVCAAAAACgQuavAAAJ0ElEQVR42u3c0Y3iQBBAQQ8i/5RNAvCBwLLdryoCZo5+2/aubts(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"cinnamon stick and(...TRUNCATED) | pcs | 0.062481 | OK | ["OK"] | 1,365 | 1,024 | 87,334 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.403515 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a cinnamon stick to the bottom-right jar as requested, with no negative (...TRUNCATED) | 0 | PASS | true | "The instruction uses an ordinal cue ('third jar') to select one of four visually comparable jars, m(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 197 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add a white device in the railway worker's hand near the coupling mechanism. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 197 | PASS | keep | 0.95 | "The edit successfully adds a white device to the railway worker's hands, changing his pose from cro(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 197 | add | add | Add a white device in the railway worker's hand near the coupling mechanism. | PASS | keep | 0.95 | "The edit successfully adds a white device to the railway worker's hands, changing his pose from cro(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":0.95,\"content_preservation\":{\"evidence\":\"The background, the train, and the wo(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The railway worker's hands are empty, with ar(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.742878 | keep | 0 | null | 197 | PASS | pair_prefilter_20260916_041550 | PASS | true | railway worker's hand near the coupling mechanism | in the railway worker's hand near the coupling mechanism | "The instruction requires placing the new device in a specific hand selected by its proximity to the(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 197 | add | add | Add a white device in the railway worker's hand near the coupling mechanism. | PASS | pair_prefilter_20260916_041550 | PASS | true | railway worker's hand near the coupling mechanism | in the railway worker's hand near the coupling mechanism | "The instruction requires placing the new device in a specific hand selected by its proximity to the(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction requires placing the new device in a specific hand selected by its pr(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"railway worker's hand near the coupling mechanism\",\"reference\(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.994012 | 197 | add | add | Add a white device in the railway worker's hand near the coupling mechanism. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,210 | 1,024 | 1,210 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 0.95 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a white device to the railway worker's hands, changing his pose from cro(...TRUNCATED) | 0 | PASS | true | "The instruction requires placing the new device in a specific hand selected by its proximity to the(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 197 | add | add | Add a white device in the railway worker's hand near the coupling mechanism. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABLoAAAQACAAAAADDom+vAAAN9ElEQVR42u3d2W4jtxaGUe3A7//KzEXSBtwaXAOnTa51lRP4yIa(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"white device","bbo(...TRUNCATED) | pcs | 0.044579 | OK | ["OK"] | 1,024 | 1,210 | 55,235 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.692565 | PASS | 0.95 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a white device to the railway worker's hands, changing his pose from cro(...TRUNCATED) | 0 | PASS | true | "The instruction requires placing the new device in a specific hand selected by its proximity to the(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 204 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add the man sitting in the driver's seat of the classic red Chevrolet Chevelle. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 204 | PASS | keep | 1 | "The edit successfully adds a man to the driver's seat of the car as requested, with no negative imp(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 204 | add | add | Add the man sitting in the driver's seat of the classic red Chevrolet Chevelle. | PASS | keep | 1 | "The edit successfully adds a man to the driver's seat of the car as requested, with no negative imp(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The car, background, and other element(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The driver's seat of the red car is empty; th(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.345309 | keep | 0 | null | 204 | PASS | pair_prefilter_20260916_041550 | PASS | true | driver's seat of the red Chevrolet Chevelle | driver's seat of the classic red Chevrolet Chevelle | "The car has two front seats (driver and passenger), so specifying the driver's seat requires select(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 204 | add | add | Add the man sitting in the driver's seat of the classic red Chevrolet Chevelle. | PASS | pair_prefilter_20260916_041550 | PASS | true | driver's seat of the red Chevrolet Chevelle | driver's seat of the classic red Chevrolet Chevelle | "The car has two front seats (driver and passenger), so specifying the driver's seat requires select(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The car has two front seats (driver and passenger), so specifying the driver's seat r(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"driver's seat of the red Chevrolet Chevelle\",\"reference\":\"dr(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.990999 | 204 | add | add | Add the man sitting in the driver's seat of the classic red Chevrolet Chevelle. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,576 | 1,024 | 1,576 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a man to the driver's seat of the car as requested, with no negative imp(...TRUNCATED) | 0 | PASS | true | "The car has two front seats (driver and passenger), so specifying the driver's seat requires select(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 204 | add | add | Add the man sitting in the driver's seat of the classic red Chevrolet Chevelle. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABigAAAQACAAAAABekI66AAAIE0lEQVR42u3dza6CMBCAUWp8/1euW41RfkLbmfac/d0Qho8BvW4(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"person","bbox_2d":(...TRUNCATED) | pcs | 0.007405 | OK | ["OK"] | 1,024 | 1,576 | 11,951 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.368561 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a man to the driver's seat of the car as requested, with no negative imp(...TRUNCATED) | 0 | PASS | true | "The car has two front seats (driver and passenger), so specifying the driver's seat requires select(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 219 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add the small white dog held by the pair dressed in vibrant reds and greens. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 219 | PASS | keep | 1 | "The target image correctly adds a small white dog held by the specified pair of characters, with no(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 219 | add | add | Add the small white dog held by the pair dressed in vibrant reds and greens. | PASS | keep | 1 | "The target image correctly adds a small white dog held by the specified pair of characters, with no(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"All other elements in the image, inclu(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"A pair of characters dressed in red and green(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.399275 | keep | 0 | null | 219 | PASS | pair_prefilter_20260916_041550 | PASS | true | the pair dressed in vibrant reds and greens | the pair dressed in vibrant reds and greens | "The instruction targets a specific pair among multiple groups of people, requiring localization of (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 219 | add | add | Add the small white dog held by the pair dressed in vibrant reds and greens. | PASS | pair_prefilter_20260916_041550 | PASS | true | the pair dressed in vibrant reds and greens | the pair dressed in vibrant reds and greens | "The instruction targets a specific pair among multiple groups of people, requiring localization of (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction targets a specific pair among multiple groups of people, requiring lo(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"the pair dressed in vibrant reds and greens\",\"reference\":\"th(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.870543 | 219 | add | add | Add the small white dog held by the pair dressed in vibrant reds and greens. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,024 | 1,024 | 1,024 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The target image correctly adds a small white dog held by the specified pair of characters, with no(...TRUNCATED) | 0 | PASS | true | "The instruction targets a specific pair among multiple groups of people, requiring localization of (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 219 | add | add | Add the small white dog held by the pair dressed in vibrant reds and greens. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAAAAABadnRfAAAErklEQVR42u3c2xGEIBBFQbTMP+UxAFH88nHpDoFizqKrtgYAAAA(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"small white dog","(...TRUNCATED) | pcs | 0.000834 | OK | ["OK"] | 1,024 | 1,024 | 875 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.297986 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The target image correctly adds a small white dog held by the specified pair of characters, with no(...TRUNCATED) | 0 | PASS | true | "The instruction targets a specific pair among multiple groups of people, requiring localization of (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 228 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | Add a vintage light blue Ford Bronco parked in front of the garage door. | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 228 | PASS | keep | 1 | "The edit successfully adds a vintage light blue Ford Bronco to the driveway in front of the garage (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 228 | add | add | Add a vintage light blue Ford Bronco parked in front of the garage door. | PASS | keep | 1 | "The edit successfully adds a vintage light blue Ford Bronco to the driveway in front of the garage (...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The background elements, including the(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"The area in front of the garage door is an em(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.520239 | keep | 0 | null | 228 | PASS | pair_prefilter_20260916_041550 | PASS | true | vintage light blue Ford Bronco | in front of the garage door | "The instruction specifies a precise placement relative to a named source anchor (the garage door), (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 228 | add | add | Add a vintage light blue Ford Bronco parked in front of the garage door. | PASS | pair_prefilter_20260916_041550 | PASS | true | vintage light blue Ford Bronco | in front of the garage door | "The instruction specifies a precise placement relative to a named source anchor (the garage door), (...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction specifies a precise placement relative to a named source anchor (the (...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"vintage light blue Ford Bronco\",\"reference\":\"in front of the(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.957924 | 228 | add | add | Add a vintage light blue Ford Bronco parked in front of the garage door. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,365 | 1,024 | 1,365 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a vintage light blue Ford Bronco to the driveway in front of the garage (...TRUNCATED) | 0 | PASS | true | "The instruction specifies a precise placement relative to a named source anchor (the garage door), (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 228 | add | add | Add a vintage light blue Ford Bronco parked in front of the garage door. | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABVUAAAQACAAAAADExeaTAAARqElEQVR42u3d3W7bOBCAUdPI+7/y7EVRoJs/S9ZIGnLOuSzQbiK(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"light blue Ford Br(...TRUNCATED) | pcs | 0.636899 | OK | ["OK"] | 1,024 | 1,365 | 890,232 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.469447 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a vintage light blue Ford Bronco to the driveway in front of the garage (...TRUNCATED) | 0 | PASS | true | "The instruction specifies a precise placement relative to a named source anchor (the garage door), (...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | ||||||
add_00000.parquet | 229 | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add a hand cradling the strawberries | {"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQICAQECAQ(...TRUNCATED) | add | 229 | PASS | keep | 1 | "The edit successfully adds a pair of hands cradling the strawberries, transforming the floating fru(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | [] | [] | [] | keep | 0 | null | 229 | add | add | add a hand cradling the strawberries | PASS | keep | 1 | "The edit successfully adds a pair of hands cradling the strawberries, transforming the floating fru(...TRUNCATED) | OTHER | true | Qwen3.8-27B | pair_quality | pair_quality_dimensions | pair_prefilter_20260916_041550 | crispedit_pair_quality | "{\"confidence\":1.0,\"content_preservation\":{\"evidence\":\"The strawberries and the background gr(...TRUNCATED) | [] | [] | [] | "{\n \"edit_observation\": {\n \"source_state\": \"A cluster of strawberries is floating in the (...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\n \\\"edit_observation\\\": {\\(...TRUNCATED) | 5.520239 | keep | 0 | null | 229 | PASS | pair_prefilter_20260916_041550 | PASS | true | the cluster of strawberries | the strawberries | "The instruction targets the specific cluster of strawberries, which requires localizing the group o(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | 229 | add | add | add a hand cradling the strawberries | PASS | pair_prefilter_20260916_041550 | PASS | true | the cluster of strawberries | the strawberries | "The instruction targets the specific cluster of strawberries, which requires localizing the group o(...TRUNCATED) | true | true | Qwen3.8-27B | difficult_local_edit | source_binary_judgment | crispedit_difficult_local_edit | benchmark_scene_20260919_025934 | "{\"reason\":\"The instruction targets the specific cluster of strawberries, which requires localizi(...TRUNCATED) | "{\"verdict\":\"PASS\",\"target\":\"the cluster of strawberries\",\"reference\":\"the strawberries\"(...TRUNCATED) | "[{\"attempt\":0,\"error\":\"\",\"parse_ok\":true,\"raw_text\":\"{\\\"verdict\\\":\\\"PASS\\\",\\\"t(...TRUNCATED) | 0.867648 | 229 | add | add | add a hand cradling the strawberries | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | true | OK | OK | 1,365 | 1,024 | 1,365 | 1,024 | Qwen3.8-27B | edit-region-checklist | 1.453621 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a pair of hands cradling the strawberries, transforming the floating fru(...TRUNCATED) | 0 | PASS | true | "The instruction targets the specific cluster of strawberries, which requires localizing the group o(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED | 229 | add | add | add a hand cradling the strawberries | "{\"schema_version\": 2, \"prompt_version\": \"edit-region-checklist\", \"grounding_mode\": \"two-pa(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABVUAAAQACAAAAADExeaTAAAWBElEQVR42u3d0XLcthJFUTOl//9l5CGVlF2xJHPmEGig13q9N7Z(...TRUNCATED) | [{"instance_id":"target_0","role":"edit_region","grounding_image":"target","ref":"hands","bbox_2d":[(...TRUNCATED) | pcs | 0.441596 | OK | ["OK"] | 1,024 | 1,365 | 617,245 | 0 | OK | Qwen3.8-27B | edit-region-checklist | sam3-local-edit-region:sam3.pt | 0.912599 | PASS | 1 | pair_quality | pair_quality_dimensions | Qwen3.8-27B | pair_prefilter_20260916_041550 | keep | "The edit successfully adds a pair of hands cradling the strawberries, transforming the floating fru(...TRUNCATED) | 0 | PASS | true | "The instruction targets the specific cluster of strawberries, which requires localizing the group o(...TRUNCATED) | benchmark_scene_20260919_025934 | crispedit_difficult_local_edit | difficult_local_edit | Qwen3.8-27B | true | SELECTED |
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CrispEdit 39k Image Editing Masks
This release joins source and edited images with image-editing instructions and the saved prefilter, grounding, and mask annotations for 38,971 samples from CrispEdit-2M. The source dataset declares CC BY 4.0; this derived release preserves attribution and the same license.
Contents
- 1,844 Parquet shards under
shards/<edit_type>/. - Original source fields, including image data, instruction, and edit type.
quality__,quality_audit__,scene__,scene_audit__,grounding__, andmask__fields for the persisted labeling stages.mask__qc_flag:OK(37,728),MASK_REVIEW(910), orGROUND_FAIL(333).OKis automatic QC, not human verification. All rows that reached final mask labeling are retained.dataset_manifest.json: complete field schema, counts, shard index, and provenance.COMPLETEmarks the locally validated export.
The stable row key is source_shard plus row_idx. Image columns preserve the source dataset's image structs; masks include PNG and per-instance RLE/audit data.
Loading
from datasets import load_dataset
data = load_dataset(
"TTangenty/CrispEdit-labeling-39k",
data_files={"train": "shards/**/*.parquet"},
)
Source and citation
The original images and instructions come from CrispEdit-2M, introduced in EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing (Chow et al., 2025; arXiv:2512.11715). Please cite the original dataset and paper when using this derived annotation set.
@article{chow2025editmgt,
title={EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing},
author={Chow, Wei and others},
journal={arXiv preprint arXiv:2512.11715},
year={2025}
}
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