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

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

81.02Attribute PerceptionThinkRL-Edit

Evaluation Results

Method	Links
ThinkRL-Edit2026.01		81.02	81.45	75.67	71.25	49.07	79.71	81.13	72.31	57.44	71.65	71.16	77.52	97.12
Qwen-Edit2026.01		72.57	79.92	61.45	56.38	48.57	78.44	74.53	57.6	56.68	62.77	56.54	76.37	95.86
Flux-Kontext2026.01		70.78	69.2	51.27	52.05	45.82	73.67	70.38	51.86	53.55	57.35	46.61	77.09	94.08
UniCoT2026.01		67.94	73.72	59.45	53.19	40.97	54.67	69.38	54.7	44.78	56.76	57.24	59.52	92.6
OmniGen22026.01		65.41	53.36	50.46	45.3	32.19	56.36	63.57	46.55	38.83	49.24	39.4	66.72	93.16
Bagel2026.01		61.39	62.08	50.21	46.26	30.21	48.44	61.55	47.21	35.23	48.69	51.99	52.49	86.98
Bagel-Think2026.01		60.39	61.19	49.06	47.44	29.44	48.36	60.61	47.83	34.58	48.71	55.68	70	96.35