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Multi-turn Image Editing on EdiVal 1.0 (test)

75.93EdiVal-IF (T1)

Seedream 4.0

Updated 1mo ago

Evaluation Results

Method	Links
Seedream 4.0 2025.09		75.93	14.55	55.58	41.59	92.51	88.03	85.86	83.81	69.95	59.76	1	-	-	-
FLUX.2-max 2025.09		75.55	36.87	55.27	39.36	92.91	88.3	85.78	83.78	69.86	58.1	4	-	-	-
GPT-Image-1.5 2025.09		75.19	35.55	55.92	40.08	94.49	91.2	88.49	84.29	71.41	59.55	2	-	-	-
Nano Banana 2 2025.09		73.89	23.79	54.17	38.61	93.54	90.52	88.61	83.14	70.02	58.49	3	-	-	-
GPT-Image-1 2025.09		73.12	26.47	54.89	38.35	81	77.78	75.5	76.96	65.34	53.81	6	-	-	-
Qwen-Image-Edit 2025.09		72.9	115.08	44.06	22.55	84.22	80.52	77.98	78.36	59.56	41.93	9	-	-	-
Nano Banana 2025.09		70.7	9.2	50.66	35.35	93.91	90.48	89.48	81.48	67.7	56.24	5	-	-	-
FLUX.1-Kontext-max 2025.09		69.49	10.13	46.89	31.83	93.93	90.9	88.4	80.79	65.29	53.04	7	-	-	-
Gemini 2.0 Flash 2025.09		68.07	8.34	45.96	28.42	90.58	85.1	80.88	78.52	62.54	47.94	8	-	-	-
Step1X-Edit 2025.09		61.89	20.42	34.97	17.83	92.76	88.52	85.21	75.77	55.64	38.98	10	-	-	-
FLUX.1-Kontext-dev 2025.09		59.97	29.21	32.69	16.61	95.32	92.24	90.22	75.61	54.91	38.71	11	-	-	-
Edit-R2 2026.06		57.99	-	35.14	18.53	88.1	78.53	72.04	-	-	-	-	73.05	56.84	45.29
BAGEL 2026.06		56.47	-	33.39	16.43	88.38	79.29	72.95	-	-	-	-	72.43	56.34	44.69
OmniGen 2025.09		54.72	19.7	24.48	10.66	93	88.42	83.92	71.34	46.52	29.91	12	-	-	-
UltraEdit 2025.09		51.37	3.15	17.7	6.36	86.8	84.5	82.4	66.78	38.67	22.89	13	-	-	-
MagicBrush 2025.09		42.31	4.08	15.73	4.9	86.96	81.26	76.86	60.66	35.75	19.41	15	-	-	-
AnyEdit 2025.09		41.07	3.93	16.32	7.22	86.42	78.91	70.1	59.58	35.89	22.5	14	-	-	-
IP2P 2025.09		37.41	4.09	10.66	2.8	76.85	68.36	60.3	53.62	26.99	12.99	16	-	-	-