🥇 UniGenBench Leaderboard (Chinese)

🏠 Homepage | 📄 arXiv Paper | 😊 Huggingface

🏅 Leaderboard(English) | Leaderboard(Chinese) | Leaderboard(English Long) | Leaderboard(Chinese Long) 🏅

📚 UniGenBench is a unified benchmark for T2I generation that integrates diverse prompt themes with a comprehensive suite of fine-grained evaluation criteria.

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

😊 We release all generated images from the T2I models evaluated in our UniGenBench on UniGenBench-Eval-Images. Feel free to use any evaluation model that is convenient and suitable for you to assess and compare the performance of your models.

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


Runway-Gen4-Image	2025-03	🤗	✗	91.02	99.39	98.72	91.44	63.37	94.99	93.62	94.59	96.19	93.06	92.95	100.00	92.34	94.08	97.28	90.91	90.31	88.34	92.65	95.77	97.30	93.18	96.69	94.53	93.91	95.92	91.74	91.02	95.15	89.35	88.05	89.27	89.18	89.35

📙 Citation

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


🥇 GPT-4o	2025-03	-	✗	91.02	99.39	98.72	91.44	63.37	94.99	93.62	94.59	96.19	93.06	92.95	100.00	92.34	94.08	97.28	90.91	90.31	88.34	92.65	95.77	97.30	93.18	96.69	94.53	93.91	95.92	91.74	91.02	95.15	89.35	88.05	89.27	89.18	89.35
🥈 Imagen-4.0-Ultra-preview-06-06	2025-06	-	✗	83.21	98.90	97.94	79.32	9.77	90.71	88.89	79.49	94.81	93.75	88.12	100.00	93.82	94.87	92.93	95.59	87.76	95.24	97.17	92.13	91.22	87.22	97.83	92.97	89.95	94.90	84.90	87.43	93.01	85.65	83.08	92.16	93.75	90.53
🥉 Seedream-3.0	2025-06	-	✗	81.68	97.50	93.99	59.09	78.74	88.03	84.03	82.69	94.34	89.58	80.00	97.50	86.98	85.26	90.76	89.71	85.20	80.36	90.09	84.39	86.82	74.44	90.22	84.38	76.68	82.14	71.09	67.25	84.19	79.17	39.62	84.14	89.34	78.79
Qwen-Image	2025-08	🤗	✓	81.04	95.50	92.41	57.73	82.47	91.88	88.89	91.03	96.23	90.28	86.25	98.33	85.74	83.33	87.50	89.71	81.63	82.14	90.09	82.99	85.47	73.33	90.76	79.69	76.16	80.10	72.14	62.83	83.46	74.07	31.92	82.65	84.93	80.30
Nano Banana	2025-08	-	✗	80.91	99.27	96.47	76.10	12.06	87.76	81.62	80.79	89.66	95.74	82.05	98.33	86.99	86.54	91.38	90.44	81.96	81.44	90.64	91.39	92.33	83.89	93.44	96.88	86.89	90.40	83.42	83.33	87.27	84.69	78.12	88.80	91.82	85.66
Imagen-4.0-generate-preview-06-06	2025-01	-	✗	79.52	97.50	96.84	73.18	2.59	86.22	83.33	77.56	92.92	93.75	72.50	98.33	90.40	89.10	89.67	93.38	86.73	90.48	93.40	90.74	91.55	83.33	94.57	93.75	85.70	92.60	78.65	82.89	92.65	82.87	72.69	89.18	91.54	86.74
FLUX-kontext-max	2025-05	-	✗	71.85	96.38	92.83	56.48	1.72	76.41	65.97	69.44	80.19	84.72	66.67	93.33	78.59	76.32	83.15	83.33	69.90	73.17	85.78	83.97	85.14	74.43	91.67	83.59	75.13	82.65	67.12	75.68	79.85	75.46	71.48	81.34	81.62	81.06
Imagen-4.0-Fast-preview-06-06	2025-06	-	✗	71.60	93.30	91.30	54.77	3.74	80.98	76.39	66.03	83.49	88.19	78.75	95.83	79.28	74.36	79.35	83.82	73.47	75.60	88.21	82.49	82.09	78.33	88.04	81.25	73.97	83.67	64.06	77.41	83.82	78.24	70.00	78.73	80.51	76.89
DALL-E-3	2023-09	-	✗	67.93	95.90	93.04	51.59	1.15	78.42	60.42	68.59	91.04	90.28	65.00	94.17	72.24	69.87	77.17	82.35	66.33	61.90	76.89	79.95	81.76	77.78	87.50	67.97	72.94	82.14	63.54	71.52	79.78	76.39	58.85	62.50	54.41	70.83
wan2.2-t2i-plus	2025-07	-	✗	66.96	91.06	84.39	51.82	11.92	73.93	75.00	67.31	74.06	74.31	66.25	90.83	72.52	69.23	80.00	84.56	65.31	61.90	75.94	76.78	71.28	72.78	85.87	82.03	64.77	74.23	55.00	70.59	77.21	63.43	69.62	71.83	73.16	70.45
HiDream_v2L	2025-07	-	✗	59.95	89.34	91.02	32.01	1.16	67.87	71.43	42.31	70.59	70.00	64.52	94.17	64.90	48.72	65.22	75.00	71.88	55.95	71.15	72.67	78.82	65.00	75.56	65.32	53.19	62.63	43.55	62.57	75.38	68.75	44.53	64.77	66.29	63.26
Recraft	2024-12	-	✗	57.67	87.70	90.03	34.09	4.31	69.34	66.67	59.62	66.51	73.61	61.25	95.83	63.88	50.64	72.28	77.94	63.78	45.24	72.17	64.47	65.54	58.89	65.22	68.75	43.94	45.92	41.93	60.56	62.87	59.26	59.23	58.40	55.15	61.74
Runway-Gen4-Image	2024-11	-	✗	54.93	64.75	71.05	42.03	0.59	60.43	54.29	46.05	72.60	57.64	50.62	81.90	60.42	52.63	65.22	75.00	51.56	54.37	65.09	65.90	66.89	51.11	74.43	72.66	61.00	68.22	53.49	58.38	55.38	55.09	64.29	64.71	59.93	69.62
Hunyuan-DiT	2024-05	🤗	✓	53.36	92.50	84.97	29.55	0.00	62.93	63.19	46.15	72.17	63.89	49.38	85.00	57.22	45.51	67.93	61.76	48.47	47.02	69.81	59.39	65.88	64.44	56.52	41.41	44.59	52.04	36.98	54.68	59.93	62.04	43.08	47.76	39.71	56.06
Imagen-3.0-generate-002	2025-02	-	✗	13.62	8.30	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.38	0.00	0.54	0.00	0.00	0.00	1.42	0.13	0.34	0.00	0.00	0.00	0.00	0.00	0.00	4.81	0.00	0.46	13.46	0.00	0.00	0.00
FLUX.1-dev	2024-08	🤗	✓	2.74	10.50	0.63	0.00	0.00	0.43	0.00	1.92	0.47	0.00	0.00	0.00	0.95	1.92	0.54	0.74	0.00	0.00	2.36	0.13	0.34	0.00	0.00	0.00	0.13	0.26	0.00	7.75	0.74	1.39	20.38	0.19	0.00	0.38
FLUX-pro-1.1-Ultra	2024-11	-	✗	1.31	7.63	0.32	0.00	0.00	0.32	0.00	0.00	0.94	0.00	0.00	0.83	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.26	0.34	0.57	0.00	0.00	0.00	0.00	0.00	4.30	0.37	1.39	10.94	0.19	0.37	0.00
FLUX-kontext-pro	2025-05	-	✗	1.27	6.93	0.00	0.00	0.00	0.11	0.69	0.00	0.00	0.00	0.00	0.00	0.29	0.00	0.00	0.00	0.00	0.00	1.47	0.13	0.34	0.00	0.00	0.00	0.00	0.00	0.00	5.24	0.00	2.31	13.28	0.00	0.00	0.00