🥇 UniREditBench Leaderboard

UnifiedReward Team

Shanghai Innovation Institute

🏠 Homepage | 📄 arXiv Paper | 😊 Huggingface

📚 UniREditBench is a unified benchmark for reasoning-base image editing that integrates diverse prompt themes with a comprehensive suite of dual-reference evaluation pipeline.

🔧 You can use the official GitHub repo to evaluate your model on UniREditBench.

📝 To add your own model to the leaderboard, please send an Email to Feng Han and Yibin Wang, then we will help with the evaluation and updating the leaderboard.


🥉 Nano Banana	2025-11	🤗	✓	78.15	81.08	72.39	84.78	70.81	73.85	72.73	83.13	71.27	71.62	75.74	84.90	87.77	57.68	73.05	86.80	71.16	93.20	98.30	71.47	80.48

📙 Citation

If you use UniREditBench in your research, please cite our work:


🥇 UniREdit-Bagel(Ours)	2025-11	🤗	✓	78.15	81.08	72.39	84.78	70.81	73.85	72.73	83.13	71.27	71.62	75.74	84.90	87.77	57.68	73.05	86.80	71.16	93.20	98.30	71.47	80.48
🥈 GPT-4o	2025-03	-	✗	73.39	83.83	81.52	92.18	77.33	75.86	74.98	88.60	78.98	75.81	81.01	77.73	58.96	45.60	49.75	64.62	58.97	67.78	83.73	51.49	62.07
🥉 Nano Banana	2025-08	-	✗	68.26	75.82	78.39	86.12	71.63	71.37	71.07	73.14	77.58	71.82	75.22	66.74	59.97	54.33	54.04	64.13	39.80	90.81	62.50	51.15	60.39
Wan2.5	2025-09	-	✗	61.36	73.78	75.54	79.95	59.53	62.67	64.38	63.49	60.83	64.91	67.23	63.73	43.44	56.57	41.38	58.38	58.57	47.86	64.03	45.97	52.67
Qwen-Image-Edit	2025-08	🤗	✓	56.52	74.60	76.76	81.45	64.62	66.48	68.78	76.50	64.65	64.69	70.95	56.73	38.42	41.02	30.45	48.52	33.60	30.93	61.38	36.21	41.92
Seedream4.0	2025-09	-	✗	55.77	64.18	71.78	79.98	65.87	56.10	61.60	77.52	59.15	59.83	66.22	38.87	45.47	40.87	40.13	48.05	38.17	68.72	55.27	32.90	45.38
UniWorld-V2	2025-10	🤗	✓	54.87	71.45	74.47	83.19	55.55	58.53	65.47	66.95	62.20	61.17	66.55	49.27	34.44	42.90	42.65	49.67	34.73	28.20	71.59	35.22	43.19
DreamOmni2	2025-10	🤗	✓	52.81	61.22	65.82	67.07	49.63	49.58	54.83	53.62	54.11	53.92	56.64	72.42	38.78	42.33	45.40	45.86	46.98	51.42	56.55	41.05	48.98
Bagel-Think	2025-05	🤗	✓	50.96	59.05	63.84	63.52	55.49	54.05	55.62	48.27	55.03	56.33	56.80	66.29	45.48	42.89	41.33	48.42	42.20	33.27	48.62	37.38	45.10
Step1X-Edit	2025-04	🤗	✓	50.15	52.57	66.82	62.15	50.58	53.07	58.68	49.80	54.23	55.45	55.93	65.68	35.05	36.38	33.25	45.49	46.97	39.20	55.94	38.08	44.00
Lumina-DiMOO	2025-10	🤗	✓	48.54	54.22	51.47	54.40	50.23	48.67	52.62	49.65	51.63	50.03	51.44	61.23	48.23	36.29	26.35	41.73	65.07	52.47	43.57	35.57	45.61
FLUX-Kontext-Pro	2025-05	-	✗	45.77	37.55	57.15	56.79	37.52	41.46	44.62	47.03	40.56	42.32	45.00	49.12	53.18	38.12	54.43	32.45	61.23	27.80	48.45	53.87	46.52
OmniGen2	2025-06	🤗	✓	43.41	51.25	59.68	68.25	48.28	48.37	54.48	51.48	50.77	50.64	53.69	70.28	51.33	1.38	29.80	22.87	44.97	5.10	39.57	32.93	33.14
MagicBrush	2023-06	🤗	✓	40.77	36.74	51.20	47.75	44.43	44.05	47.06	37.67	45.87	47.42	44.69	63.58	45.33	25.60	29.83	33.92	31.45	40.55	33.20	28.23	36.85