Physically-Grounded Image Editing on ManipEval multi-object items

65.33DIoUPhyEdit

Evaluation results

Method
PhyEdit2026.04	65.33	27.2	49.53	51.08	18.93	32.12	36.91	75.48	93.72
PhyEdit2026.04	64.38	25.3	32.4	56.06	17.17	29.8	34.68	76.58	94.21
Nano Banana Pro2026.04	59.97	18.93	55.02	46.11	25.33	35.62	34.77	77.48	91.06
Qwen-Image-2.0-Pro2026.04	56.62	15.57	42.22	46.54	21.68	37.62	31.11	69.39	84.6
Nano Banana Pro2026.04	56.55	15.43	40.74	48.04	23.75	36.13	31	78.61	91.92
Qwen-Image-2.0-Pro2026.04	56.48	15.6	55.93	41.39	29.64	43.48	31.04	68.26	82.91
DiffusionHandles2026.04	56.22	18.88	57.36	31.73	73	59.65	17.08	61.83	46.9
LightningDrag2026.04	55.63	19.86	39.45	44.13	29.81	43.44	21.91	74.41	85.2
Qwen-Image-Edit2026.04	55.14	14.91	42.49	44.68	28.97	41.02	26.62	76.58	88.3
LightningDrag2026.04	53.81	18.9	57.07	35.99	45.76	53.57	21.92	73.6	88.6
DiffusionHandles2026.04	53.72	17.55	46.81	35.74	79.35	59.7	13.35	59.42	41.1
Qwen-Image-Edit2026.04	53.28	13.8	64.63	40.61	46.31	52.48	26.09	75.67	90.55
GPT-Image-1.52026.04	53.09	11.14	50.55	39.65	28.87	44.72	23.97	77.61	90.1
GPT-Image-1.52026.04	52.33	11.34	70.95	36.5	39.79	52.78	23.8	75.82	88.68
GeoDiffuser2026.04	52.07	21.49	49.79	38.01	61.58	55.14	14.17	53.24	43.27
GeoDiffuser2026.04	51.72	20.1	67.64	31.4	73.41	64.56	14.78	56.72	54.62
GoodDrag2026.04	51.08	12.92	50.16	36.85	37.65	49.17	18.98	73.96	78.59
GoodDrag2026.04	51.07	13.29	69.6	34.19	51.27	58.39	20.85	74.08	85.08
PixelMan2026.04	49.48	11.49	66.46	35.1	50.18	57.13	21.17	72.79	73.6
ChronoEdit2026.04	49.05	9.24	46.02	40.16	32.62	46.39	19.65	76.71	92.45
ChronoEdit2026.04	48.92	9.26	65.8	36.35	45.02	54.4	21.73	75.29	92.15
PixelMan2026.04	48.87	11.17	48.79	35.55	37.62	47.63	19.81	72.96	63.9
Object 3DIT2026.04	47.92	10.33	46.39	38.72	40.29	51.06	13.99	47.31	63.6
Move-and-Act2026.04	46.89	10.97	68.47	29.3	64.59	63.62	13.01	60.79	60.85
OBJect 3DIT2026.04	46.63	10.18	66.93	32.75	62.3	64.14	14.31	48.01	66.65
Move-and-Act2026.04	43.25	9.29	53.05	31.85	56.91	56.97	10.69	57.39	55