Physically-Grounded Image Editing on ManipEval multi-object items benchmark leaderboard · SOTA2 Research

Physically-Grounded Image Editing on ManipEval multi-object items

65.33DIoUPhyEdit

Evaluation Results

Method	Links
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