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Physically-Grounded Image Editing on ManipEval multi-object items

65.33DIoU

PhyEdit

Updated 3mo ago

Evaluation Results

Method
PhyEdit 2026.04	65.33	27.2	49.53	51.08	18.93	32.12	36.91	75.48	93.72
PhyEdit 2026.04	64.38	25.3	32.4	56.06	17.17	29.8	34.68	76.58	94.21
Nano Banana Pro 2026.04	59.97	18.93	55.02	46.11	25.33	35.62	34.77	77.48	91.06
Qwen-Image-2.0-Pro 2026.04	56.62	15.57	42.22	46.54	21.68	37.62	31.11	69.39	84.6
Nano Banana Pro 2026.04	56.55	15.43	40.74	48.04	23.75	36.13	31	78.61	91.92
Qwen-Image-2.0-Pro 2026.04	56.48	15.6	55.93	41.39	29.64	43.48	31.04	68.26	82.91
DiffusionHandles 2026.04	56.22	18.88	57.36	31.73	73	59.65	17.08	61.83	46.9
LightningDrag 2026.04	55.63	19.86	39.45	44.13	29.81	43.44	21.91	74.41	85.2
Qwen-Image-Edit 2026.04	55.14	14.91	42.49	44.68	28.97	41.02	26.62	76.58	88.3
LightningDrag 2026.04	53.81	18.9	57.07	35.99	45.76	53.57	21.92	73.6	88.6
DiffusionHandles 2026.04	53.72	17.55	46.81	35.74	79.35	59.7	13.35	59.42	41.1
Qwen-Image-Edit 2026.04	53.28	13.8	64.63	40.61	46.31	52.48	26.09	75.67	90.55
GPT-Image-1.5 2026.04	53.09	11.14	50.55	39.65	28.87	44.72	23.97	77.61	90.1
GPT-Image-1.5 2026.04	52.33	11.34	70.95	36.5	39.79	52.78	23.8	75.82	88.68
GeoDiffuser 2026.04	52.07	21.49	49.79	38.01	61.58	55.14	14.17	53.24	43.27
GeoDiffuser 2026.04	51.72	20.1	67.64	31.4	73.41	64.56	14.78	56.72	54.62
GoodDrag 2026.04	51.08	12.92	50.16	36.85	37.65	49.17	18.98	73.96	78.59
GoodDrag 2026.04	51.07	13.29	69.6	34.19	51.27	58.39	20.85	74.08	85.08
PixelMan 2026.04	49.48	11.49	66.46	35.1	50.18	57.13	21.17	72.79	73.6
ChronoEdit 2026.04	49.05	9.24	46.02	40.16	32.62	46.39	19.65	76.71	92.45
ChronoEdit 2026.04	48.92	9.26	65.8	36.35	45.02	54.4	21.73	75.29	92.15
PixelMan 2026.04	48.87	11.17	48.79	35.55	37.62	47.63	19.81	72.96	63.9
Object 3DIT 2026.04	47.92	10.33	46.39	38.72	40.29	51.06	13.99	47.31	63.6
Move-and-Act 2026.04	46.89	10.97	68.47	29.3	64.59	63.62	13.01	60.79	60.85
OBJect 3DIT 2026.04	46.63	10.18	66.93	32.75	62.3	64.14	14.31	48.01	66.65
Move-and-Act 2026.04	43.25	9.29	53.05	31.85	56.91	56.97	10.69	57.39	55