🥇 UniGenBench Leaderboard (English Long)

🏠 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.


Stability-AI-stable-image-ultra	2025-03	🤗	✗	92.63	99.08	97.95	91.02	83.79	93.53	86.70	93.44	92.45	94.89	92.48	94.95	87.78	89.94	87.19	90.94	89.29	83.05	87.75	91.13	89.18	90.71	96.84	90.29	93.99	94.39	93.10	94.46	95.97	91.67	95.65	93.59	94.29	92.70

📙 Citation

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


🥇 GPT-4o	2025-03	-	✗	92.63	99.08	97.95	91.02	83.79	93.53	86.70	93.44	92.45	94.89	92.48	94.95	87.78	89.94	87.19	90.94	89.29	83.05	87.75	91.13	89.18	90.71	96.84	90.29	93.99	94.39	93.10	94.46	95.97	91.67	95.65	93.59	94.29	92.70
🥈 Imagen-4.0-Ultra-preview-06-06	2025-06	-	✗	90.95	97.67	98.26	83.50	86.41	93.21	89.84	83.17	94.20	94.69	89.86	97.22	86.91	89.10	86.56	85.14	86.61	81.84	88.63	90.57	90.05	84.62	94.52	92.72	91.42	92.82	88.32	88.07	96.83	87.70	80.63	93.49	92.64	94.57
🥉 Seedream-4.0	2025-09	-	✗	89.77	98.42	95.95	79.13	90.76	95.06	92.02	89.31	95.26	94.70	92.48	98.27	86.76	83.01	87.50	81.52	88.39	83.62	89.82	88.69	87.37	80.77	93.97	92.72	87.79	88.19	86.92	82.74	95.63	83.33	70.77	92.38	92.94	91.67
Nano Banana	2025-08	-	✗	88.82	98.83	95.78	81.27	69.75	93.06	88.24	86.09	93.05	93.70	88.73	97.31	83.93	84.57	84.95	81.16	83.41	78.16	86.28	91.59	90.98	91.32	92.80	91.91	90.63	92.15	87.23	89.33	94.84	89.24	84.51	94.04	94.77	93.12
Imagen-4.0-generate-preview-06-06	2025-01	-	✗	85.34	94.44	97.11	72.82	71.74	90.14	82.45	77.64	90.96	92.23	86.36	95.60	82.62	83.65	82.81	78.62	85.27	78.74	84.09	86.42	86.48	80.13	91.38	86.89	86.56	86.81	85.98	81.35	94.05	80.56	70.77	90.24	90.40	90.04
Qwen-Image	2025-08	🤗	✓	83.94	96.93	95.09	66.75	76.90	93.65	92.02	89.86	94.50	89.58	86.71	97.85	81.86	78.53	81.88	83.70	83.04	71.84	85.57	83.41	81.76	79.17	88.79	85.19	81.98	82.38	81.07	73.86	90.48	78.57	54.93	88.97	91.24	86.05
Imagen-4.0-Fast-preview-06-06	2025-06	-	✗	81.54	93.77	93.64	67.72	51.63	90.33	78.72	78.89	91.11	90.15	86.89	96.33	80.18	82.05	84.06	81.88	75.00	74.71	80.93	84.05	82.53	80.13	92.82	82.52	84.01	86.18	79.21	79.57	91.27	81.35	67.61	90.48	90.11	90.94
Seedream-3.0	2025-06	-	✗	80.99	97.18	93.79	62.62	56.52	91.90	83.51	81.25	93.07	88.26	90.03	97.48	79.94	77.88	84.69	78.26	74.11	71.84	83.60	83.41	81.63	79.17	87.64	86.41	81.03	80.49	82.24	75.13	90.48	80.56	56.69	88.41	87.85	89.13
FLUX-kontext-max	2025-05	-	✗	80.88	96.51	93.35	71.12	54.89	87.45	79.79	76.68	87.35	88.83	81.51	93.74	75.52	73.08	75.94	74.28	66.82	71.55	79.76	80.78	77.30	73.05	89.94	85.44	82.24	84.75	76.65	79.34	90.08	76.61	72.18	87.58	85.73	89.96
FLUX-kontext-pro	2025-05	-	✗	78.58	94.83	93.60	66.26	49.73	86.24	74.47	75.00	85.47	89.58	80.63	92.89	74.44	73.05	73.12	75.00	67.73	70.40	77.98	78.40	73.85	72.08	89.08	82.77	79.75	83.58	71.23	77.05	90.32	75.40	66.90	85.46	84.09	87.23
Imagen-3.0-generate-002	2025-02	-	✗	75.76	92.41	94.19	61.25	24.18	86.32	75.58	71.41	88.34	88.52	78.27	93.13	75.81	73.63	77.12	76.81	69.44	65.48	80.62	80.76	80.15	74.17	90.59	78.54	78.70	81.14	73.22	77.96	91.67	76.61	66.67	86.06	83.97	88.69
FLUX-pro-1.1-Ultra	2024-11	-	✗	75.40	91.36	91.76	60.92	38.04	84.97	79.26	68.58	82.98	89.96	80.59	93.01	72.43	67.31	66.25	73.19	66.96	62.07	80.53	81.90	81.89	74.04	90.52	80.58	78.07	80.40	72.88	71.94	84.52	68.55	63.73	82.62	81.78	83.70
DALL-E-3	2023-09	-	✗	70.82	95.08	92.71	57.11	18.26	84.98	64.67	72.59	88.72	89.48	77.14	90.15	68.36	63.49	63.96	67.03	59.55	60.17	76.29	77.90	80.57	70.51	83.53	73.76	73.88	77.67	65.00	68.19	82.92	66.27	56.99	71.76	69.22	75.00
FLUX.1-dev	2024-08	🤗	✓	69.42	89.29	89.45	54.37	30.71	79.90	73.94	64.44	80.05	84.47	71.50	87.47	64.54	63.78	62.50	65.94	56.70	56.32	69.57	69.40	65.05	66.03	79.60	71.60	68.46	71.10	62.62	70.56	83.33	67.46	61.97	77.54	81.21	72.83
wan2.2-t2i-plus	2025-07	-	✗	68.76	90.28	87.57	55.58	12.77	81.08	78.19	69.17	80.42	82.77	73.60	88.10	66.49	64.10	60.94	70.29	59.38	55.46	73.32	72.79	69.13	66.67	81.03	77.43	71.73	74.16	66.36	70.18	86.90	61.11	63.38	79.13	82.34	75.00
Runway-Gen4-Image	2024-11	-	✗	68.29	91.72	88.82	48.28	27.47	79.83	70.65	65.43	85.33	81.01	67.38	85.64	64.30	55.33	63.92	70.65	56.82	56.10	69.76	69.53	70.05	59.09	76.76	70.39	68.57	69.47	66.50	70.55	76.23	62.70	72.76	73.79	72.56	75.37
Stability-AI-stable-image-ultra	2024-06	-	✗	62.01	85.63	86.71	40.29	15.76	74.73	66.49	55.69	76.43	77.27	67.48	83.02	58.27	58.33	49.38	59.42	52.23	45.98	66.30	63.63	64.92	56.73	67.53	63.11	58.28	62.66	48.60	65.10	76.19	61.11	58.80	71.67	74.86	67.57
Recraft	2024-12	-	✗	60.93	87.13	86.99	34.22	46.47	73.23	56.38	57.22	72.82	76.89	63.64	83.07	51.77	40.06	54.37	55.07	45.09	37.36	60.08	55.82	51.79	46.47	66.09	61.89	49.56	50.21	48.13	60.28	73.41	55.56	52.82	63.81	65.96	61.05
Hunyuan-DiT	2024-05	🤗	✓	54.88	92.94	80.06	29.85	1.63	69.47	65.43	52.22	72.14	75.19	58.22	76.31	48.80	39.10	46.25	47.46	41.07	34.48	59.58	55.66	56.89	55.45	57.18	52.18	50.22	55.49	38.55	58.76	64.68	59.52	52.82	61.43	60.45	62.68