🥇 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	🤗	✓	78.87	84.43	74.06	85.13	72.08	74.31	71.95	83.05	71.17	72.45	76.52	84.93	86.93	61.25	73.76	87.48	70.65	93.90	97.73	74.55	82.27

📙 Citation

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


🥇 UniREdit-Bagel(Ours)	2025-11	🤗	✓	78.87	84.43	74.06	85.13	72.08	74.31	71.95	83.05	71.17	72.45	76.52	84.93	86.93	61.25	73.76	87.48	70.65	93.90	97.73	74.55	82.27
🥈 GPT-4o	2025-03	-	✗	71.64	83.55	82.98	92.16	75.70	76.10	76.32	88.88	78.97	76.28	81.31	78.82	58.88	44.95	47.02	64.55	63.80	68.62	82.27	49.77	65.19
🥉 Nano Banana	2025-08	-	✗	68.38	75.37	79.72	85.55	71.35	70.65	73.36	73.22	79.44	75.34	76.45	66.26	61.43	54.65	54.40	64.65	40.92	91.99	62.65	50.05	61.32
Wan2.5	2025-09	-	✗	60.59	72.97	75.30	79.97	59.86	64.51	66.56	61.60	63.67	66.66	68.36	63.39	44.67	53.73	40.00	58.54	60.59	45.94	65.17	47.47	54.52
Seedream4.0	2025-09	-	✗	57.05	64.77	74.32	80.19	66.07	59.48	64.68	79.48	61.58	63.21	68.24	39.27	46.28	43.00	41.34	48.55	38.43	68.75	54.15	33.43	44.63
Qwen-Image-Edit	2025-08	🤗	✓	56.46	72.08	78.31	81.75	64.57	68.78	69.51	77.12	67.83	67.25	71.92	57.03	36.58	37.79	30.02	48.47	33.00	31.63	60.02	34.71	44.22
Bagel-Think	2025-05	🤗	✓	51.25	58.38	64.15	63.38	56.27	54.40	58.63	48.82	56.47	57.75	58.04	65.65	47.30	42.12	40.97	47.80	40.35	32.40	48.83	38.80	48.28
Step1X-Edit	2025-04	🤗	✓	50.12	51.82	67.18	63.29	51.45	54.98	62.18	51.03	55.72	57.78	57.42	62.90	33.62	35.40	33.48	43.02	49.92	39.17	54.53	34.73	46.43
OmniGen2	2025-06	🤗	✓	43.96	50.32	58.03	67.73	47.77	49.90	57.63	51.09	55.05	51.98	54.58	70.78	51.17	1.50	30.17	23.07	46.17	4.85	39.63	34.58	40.05
FLUX-Kontext-Pro	2025-05	-	✗	43.72	34.75	56.62	54.95	36.36	42.15	42.52	43.89	38.01	42.33	43.59	43.54	47.45	34.09	50.55	34.88	58.44	26.88	46.70	52.90	44.36
MagicBrush	2023-06	🤗	✓	40.98	35.65	50.55	48.34	44.13	45.07	47.83	38.73	47.88	47.52	45.23	63.43	44.74	26.26	30.30	34.12	31.05	40.33	32.65	29.00	40.80