{ "protocol": "where_frozen_v1", "definition": "Ten fixed Where factors; pretrained predictions and explicitly specified experimental partitions, not ground-truth segmentation.", "methods": { "position": { "implementation": "retained_original", "method": "seeded PCG64 random connected radial blob", "area_fraction": 0.25, "regions": [ "random" ] }, "eccentricity": { "implementation": "retained_original", "method": "elliptically normalized image-center radius", "thresholds": [ 0.4, 0.8 ], "regions": [ "center", "middle", "periphery" ] }, "thing_stuff": { "implementation": "OneFormer panoptic inference", "model": "shi-labs/oneformer_ade20k_swin_large", "revision": "4a5bac8e64f82681a12db2e151a4c2f4ce6092b2", "definition": "official ADE20K isthing IDs; void belongs to neither; tables/cabinets may be things", "regions": [ "thing", "stuff" ] }, "background": { "implementation": "OneFormer semantic inference", "model": "shi-labs/oneformer_ade20k_swin_large", "revision": "4a5bac8e64f82681a12db2e151a4c2f4ce6092b2", "classes": [ "wall", "ceiling", "windowpane", "door", "curtain", "blind", "building", "house", "skyscraper", "sky", "mountain", "hill" ], "definition": "benchmark backdrop mapping over official ADE20K semantic labels; exclude table, desk, counter and floor; not a universal binary background label", "regions": [ "background", "non_background" ] }, "boundary": { "implementation": "retained_original", "method": "inner erosion of original Mask2Former semantic + GroundingDINO/SAM instance regions", "erosion_iterations": "max(1, round(2 * min(H,W)/256))", "regions": [ "boundary", "interior" ] }, "embodiment": { "implementation": "RobotSeg independent one-frame inference", "model": "showlab/RobotSeg", "revision": "dafb8c0d507276e2f96d2b07ac3661a7b3a41a5f", "category": "robot", "threshold": "mask logits > 0", "distance_band": "max(1, round(24 * min(H,W)/256))", "regions": [ "embodiment", "near_embodiment", "environment" ] }, "focal": { "implementation": "Sa2VA-8B referring segmentation", "model": "ByteDance/Sa2VA-8B", "revision": "902b049acb12eb68454abf4e51ab1e23d1bc9efa", "input": "full episode instruction, never current subtask", "definition": "visible directly manipulated object(s)/part(s); exclude robot and destinations/supports unless manipulated", "distance_band": "max(1, round(24 * min(H,W)/256))", "empty_prediction": "explicit missing entry; no fallback", "regions": [ "focal", "near_focal", "far_focal" ] }, "density": { "implementation": "retained_original", "method": "spatial_density_objects", "formula": "D(x)=sum_j exp(-distance(x, M_j)^2/(2*sigma^2))", "sigma": "32 * min(H,W)/256", "instances": "original grounded object masks; robot excluded; require at least two objects", "cuts": [ 0.3333333333333333, 0.6666666666666666 ], "regions": [ "sparse", "intermediate", "dense" ] }, "saliency": { "implementation": "DeepGaze IIE", "model": "matthias-k/DeepGaze", "revision": "c7db17e2d1d7ea6468ffdee2cfaddf141095dcff", "definition": "image-conditioned visual fixation log density with uniform center-bias input", "cuts": [ 0.3333333333333333, 0.6666666666666666 ], "regions": [ "low", "medium", "high" ] }, "depth": { "implementation": "retained_original", "model": "depth-anything/Depth-Anything-V2-Small-hf", "definition": "relative inverse depth, larger means nearer", "cuts": [ 0.3333333333333333, 0.6666666666666666 ], "regions": [ "far", "mid", "near" ] } }, "composition": { "baseline": "GaussianBlur(I, sigma=16.64*min(H,W)/256)", "alpha_sigma": "max(1, min(H,W)/256)", "alpha_kernel": "2*ceil(3*alpha_sigma)+1", "alpha": "Gaussian feathered binary mask, rounded to uint8", "removal": "(1-alpha)*I + alpha*baseline", "retain": "alpha*I + (1-alpha)*baseline", "note": "alpha in equations is saved uint8 / 255; exact integer blending; no inpainting" }, "invalid_policy": "Preserve old skips; retain and flag new empty/full region masks; no invented masks. Missing concepts and degenerate regions are counted in validation.json.", "preserved_concepts": [ "position", "eccentricity", "boundary", "density", "depth" ] }