Instruction-based Image Editing on ImgEdit Bench 1.0 (test) benchmark leaderboard · SOTA2 Research

Instruction-based Image Editing on ImgEdit Bench 1.0 (test)

4.62Add ScoreNano-Banana

Evaluation Results

Method	Links
Nano-Banana2026.02		4.62	4.41	3.68	4.34	4.39	4.4	4.18	3.72	4.83	4.29
GPT Image 12025.12		4.61	4.33	2.9	4.35	3.66	4.57	4.93	3.96	4.89	4.2
Emu3.52026.02		4.61	4.32	3.96	4.84	4.58	4.35	4.79	3.69	4.57	4.41
Seedream4.52026.02		4.57	4.65	2.97	4.66	4.46	4.37	4.92	3.71	4.56	4.32
VisionDirector2025.12		4.55	4.32	3.72	4.83	4.41	4.52	4.92	4.05	4.72	4.35
FireRed-Image-Edit2026.02		4.55	4.66	4.34	4.75	4.58	4.45	4.97	4.07	4.71	4.56
Qwen-Image-Edit-25112026.02		4.54	4.57	4.13	4.7	4.46	4.36	4.89	4.16	4.81	4.51
FLUX.2 [Dev]2026.02		4.5	4.18	3.83	4.65	4.65	4.31	4.88	3.46	4.7	4.35
ChronoEdit2026.02		4.48	4.39	3.49	4.66	4.67	4.57	4.91	3.82	4.83	4.42
Nano-Banana-Pro2026.02		4.44	4.62	3.42	4.6	4.63	4.32	4.97	3.64	4.69	4.37
LongCat-Image-Edit2026.02		4.44	4.53	3.83	4.8	4.6	4.33	4.92	3.75	4.82	4.45
Qwen-Image-Edit2025.12		4.38	4.16	3.43	4.66	4.14	4.38	4.81	3.82	4.69	4.27
Qwen-Image-Edit-25092026.02		4.34	4.27	3.42	4.73	4.36	4.37	4.91	3.56	4.8	4.31
Seedream4.02026.02		4.33	4.38	3.89	4.65	4.57	4.35	4.22	3.71	4.61	4.3
FLUX.1 Kontext2025.12		4.25	4.15	2.35	4.56	3.57	4.26	4.57	3.68	4.63	4
FLUX.1 Kontext [Dev]2026.02		3.99	3.88	2.19	4.27	3.13	3.98	4.51	3.23	4.18	3.71
Dreamomini22026.02		3.93	3.09	2.11	3.95	3.64	3.75	4.38	2.9	4.04	3.53
Step1X-Edit-v1.22026.02		3.91	4.04	2.68	4.48	4.26	3.9	4.82	3.23	4.22	3.95
Step1X-Edit2025.12		3.88	3.14	1.76	3.4	2.41	3.16	4.63	2.64	2.52	3.06
UniWorld-V12025.12		3.82	3.64	2.27	3.47	3.24	2.99	4.21	2.96	2.74	3.26
UniWorld-V12026.02		3.82	3.64	2.27	3.47	3.24	2.99	4.21	2.96	2.74	3.26
ICEdit2025.12		3.58	3.39	1.73	3.15	2.93	3.08	3.84	2.04	3.68	3.05
ICEdit2026.02		3.58	3.39	1.73	3.15	2.93	3.08	3.84	2.04	3.68	3.05
OmniGen22025.12		3.57	3.06	1.77	3.74	3.2	3.57	4.81	2.52	4.68	3.44
OmniGen22026.02		3.57	3.06	1.77	3.74	3.2	3.57	4.81	2.52	4.68	3.44
BAGEL2025.12		3.56	3.31	1.7	3.3	2.62	3.24	4.49	2.38	4.17	3.2
BAGEL2026.02		3.56	3.31	1.7	3.3	2.62	3.24	4.49	2.38	4.17	3.2
OmniGen2025.12		3.47	3.04	1.71	2.94	2.43	3.21	4.19	2.24	3.38	2.96
OmniGen2026.02		3.47	3.04	1.71	2.94	2.43	3.21	4.19	2.24	3.38	2.96
UltraEdit2025.12		3.44	2.81	2.13	2.96	1.45	2.83	3.76	1.91	2.98	2.7
UltraEdit2026.02		3.44	2.81	2.13	2.96	1.45	2.83	3.76	1.91	2.98	2.7
AnyEdit2025.12		3.18	2.95	1.88	2.47	2.23	2.24	2.85	1.56	2.65	2.45
AnyEdit2026.02		3.18	2.95	1.88	2.47	2.23	2.24	2.85	1.56	2.65	2.45
MagicBrush2025.12		2.84	1.58	1.51	1.97	1.58	1.75	2.38	1.62	1.22	1.9
MagicBrush2026.02		2.84	1.58	1.51	1.97	1.58	1.75	2.38	1.62	1.22	1.9
Instruct-Pix2Pix2025.12		2.45	1.83	1.44	2.01	1.5	1.44	3.55	1.2	1.46	1.88
Instruct-Pix2Pix2026.02		2.45	1.83	1.44	2.01	1.5	1.44	3.55	1.2	1.46	1.88