Object Manipulation on ManipEval single-object benchmark leaderboard · SOTA2 Research

Object Manipulation on ManipEval single-object

66.29DIoUPhyEdit

Evaluation Results

Method	Links
PhyEdit2026.04		66.29	29.1	66.66	46.11	21.26	34.45	39.14	74.37	93.23
Nano Banana Pro2026.04		63.35	22.4	69.16	44.2	26.45	34.91	38.49	76.37	90.2
DiffusionHandles2026.04		58.73	20.21	67.91	27.72	65.54	58.2	20.8	64.25	52.7
Qwen-Image-2.0-Pro2026.04		56.34	15.63	69.77	36.2	39.11	49.68	30.98	67.11	81.21
LightningDrag2026.04		51.99	17.94	74.68	27.84	66.65	64.31	21.93	72.8	92
GPT-Image-1.52026.04		51.57	11.55	91.56	33.31	50.82	60.91	23.62	74.02	87.24
Qwen-Image-Edit2026.04		51.41	12.7	86.77	36.54	66.43	64.38	25.56	74.76	92.8
GeoDiffuser2026.04		51.36	18.7	85.67	24.72	93.34	73.95	15.4	60.23	66.08
GoodDrag2026.04		51.05	13.65	88.85	31.55	65.55	67.1	22.69	74.2	91.5
Move-and-Act2026.04		50.54	12.65	83.88	26.76	73.83	68.99	15.32	64.2	66.7
PixelMan2026.04		50.1	11.81	84.13	34.65	62.98	66.13	22.53	72.61	83.3
ChronoEdit2026.04		48.79	9.28	85.58	32.55	58.09	62.37	23.82	73.87	91.85
Object 3DIT2026.04		45.34	10.03	87.47	26.78	91.11	77.96	14.64	48.7	69.7