🥇 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	2025-12	🤗	✗	95.41	99.58	98.98	90.15	91.46	97.20	93.41	95.19	97.25	95.39	95.98	99.15	92.90	92.33	93.99	95.29	91.71	92.51	92.46	95.79	96.11	94.16	99.71	93.15	96.45	97.54	93.98	94.84	95.16	95.24	94.18	96.70	96.71	96.69

📙 Citation

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


🥇 GPT-4o-1.5	2025-12	-	✗	95.41	99.58	98.98	90.15	91.46	97.20	93.41	95.19	97.25	95.39	95.98	99.15	92.90	92.33	93.99	95.29	91.71	92.51	92.46	95.79	96.11	94.16	99.71	93.15	96.45	97.54	93.98	94.84	95.16	95.24	94.18	96.70	96.71	96.69
🥈 Nano Banana Pro	2025-11	-	✗	94.20	99.58	97.83	87.75	96.47	95.94	89.36	90.69	97.52	96.97	91.43	98.53	89.19	86.22	89.69	90.94	89.29	89.37	89.38	94.29	94.39	91.99	98.28	92.48	94.10	94.92	92.29	93.15	99.60	90.08	90.14	93.73	93.79	93.66
🥉 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
FLUX-2-max	2025-12	-	✗	92.18	99.24	96.73	83.00	90.93	94.78	88.30	86.06	96.36	94.06	93.11	98.25	86.97	84.67	88.78	88.77	84.23	84.12	88.17	92.90	92.31	90.58	96.51	92.72	92.84	93.04	92.38	89.40	96.61	88.31	84.29	95.02	95.57	94.32
Seedream-4-5-251128	2025-11	-	✗	91.38	98.67	96.24	83.09	91.85	96.15	90.43	91.38	95.56	94.89	96.50	99.16	88.20	83.97	90.31	88.73	87.89	83.00	90.57	89.92	88.39	84.89	95.98	91.50	89.57	89.71	89.25	86.80	97.62	88.89	75.35	93.33	93.36	93.28
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
FLUX-2-flex	2025-11	-	✗	90.43	98.73	97.02	75.74	90.38	94.55	90.43	88.65	95.15	93.65	91.33	97.93	85.74	85.67	86.86	84.78	83.71	82.06	87.36	90.33	88.72	88.20	93.60	92.23	91.20	91.95	89.52	86.78	96.61	82.66	82.14	93.82	93.86	93.76
FLUX.2-dev	2025-11	🤗	✓	90.31	99.17	96.39	79.90	88.32	94.57	82.98	88.47	95.78	92.42	91.43	98.69	86.17	84.94	85.94	85.51	86.16	82.47	88.10	91.70	91.33	89.42	95.69	90.78	90.16	89.94	90.65	84.52	94.84	82.94	76.76	92.22	92.94	91.30
FLUX-2-pro	2025-11	-	✗	90.10	99.08	96.89	80.15	82.69	94.37	86.70	86.93	96.67	92.94	91.86	97.41	84.38	81.00	85.76	83.70	82.35	80.00	87.06	90.86	89.92	87.70	95.35	91.26	90.81	91.67	88.92	87.83	94.49	87.90	82.14	93.98	96.14	91.19
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
Z-Image	2026-1	🤗	✓	86.77	97.26	94.36	76.72	75.27	93.25	85.11	87.08	94.95	90.15	87.41	97.80	83.72	81.73	79.38	83.33	86.16	77.87	87.30	89.06	88.52	84.94	93.39	89.56	86.52	86.12	87.38	80.46	91.67	80.16	70.77	91.11	92.51	89.31
FLUX.2-klein-base-9b	2026-1	🤗	✓	86.45	97.92	95.38	77.94	61.68	92.79	79.79	86.67	94.20	90.53	87.24	97.69	80.83	81.73	80.94	80.43	76.34	73.56	84.13	88.85	88.14	87.50	95.69	85.44	88.48	88.98	87.38	87.82	93.65	85.71	84.51	92.78	92.66	92.93
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
FLUX.2-klein-9b	2026-1	🤗	✓	85.06	98.67	94.65	75.25	47.01	94.11	80.85	88.06	95.56	91.48	89.69	98.74	82.40	80.13	81.56	83.70	78.57	76.44	85.91	89.92	90.69	83.33	94.83	89.32	88.70	89.51	86.92	86.68	93.65	86.11	80.99	93.17	93.22	93.12
wan2.5-t2i-preview	2025-09	-	✗	84.56	96.50	96.24	72.28	72.28	91.17	85.64	79.61	93.73	88.36	87.68	96.11	78.98	78.21	82.91	78.68	74.07	72.13	81.50	87.01	86.03	79.17	94.77	88.35	86.22	87.61	83.18	77.68	93.25	75.81	65.49	87.26	88.42	85.77
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
Hunyuan-Image-2.1	2025-09	🤗	✓	82.19	94.52	93.35	68.20	58.15	92.81	86.17	85.56	93.75	90.34	87.24	97.90	81.14	82.05	81.88	79.71	76.79	75.00	84.09	85.13	83.93	78.53	92.82	85.92	82.49	82.28	82.94	77.41	91.27	75.79	66.55	88.65	90.25	86.59
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
LongCat-Image	2025-12	🤗	✓	81.28	92.11	93.50	66.91	69.02	90.01	77.13	82.22	91.79	88.64	80.94	96.07	77.69	73.72	73.44	79.35	74.11	66.95	84.33	81.30	79.85	75.00	89.08	82.28	79.15	79.98	77.34	75.89	91.27	71.83	65.85	87.22	89.55	84.24
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
Z-Image-Turbo	2025-11	🤗	✓	80.72	93.19	93.93	66.18	70.11	89.34	82.98	76.11	91.72	87.50	80.77	96.38	74.20	75.64	74.06	71.01	71.43	66.38	77.98	80.44	78.32	73.08	87.93	83.74	76.46	77.75	73.60	76.65	91.27	69.84	69.72	86.67	87.71	85.33
FLUX.2-klein-4b	2026-1	🤗	✓	80.40	98.01	91.18	74.02	20.38	93.06	75.53	89.03	94.95	88.45	87.06	98.06	79.78	75.96	77.19	81.52	77.23	72.41	84.42	87.45	88.01	80.13	93.39	86.89	85.20	84.64	86.45	85.41	93.25	82.54	80.99	89.52	90.96	87.68
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
FLUX.1-Krea-dev	2025-08	🤗	✓	78.45	94.10	93.79	65.53	41.03	89.55	81.38	76.81	91.34	88.64	85.31	95.44	76.28	75.00	76.25	72.46	69.20	72.99	80.43	81.73	80.87	73.08	88.22	84.47	80.67	80.59	80.84	75.25	91.27	74.21	61.97	86.59	85.45	88.04
FLUX.2-klein-base-4b	2026-1	🤗	✓	77.76	97.67	87.72	68.87	16.85	90.54	76.06	81.39	91.79	85.80	86.19	97.17	75.24	74.04	71.25	76.09	72.77	65.80	80.46	83.14	82.91	78.53	85.92	84.71	81.92	80.61	84.81	86.55	92.46	84.13	83.45	89.13	92.23	85.14
Echo-4o	2025-8	🤗	✓	76.41	96.10	90.17	69.42	8.15	90.24	73.40	82.08	92.39	89.20	84.44	95.49	73.56	72.12	76.56	73.19	66.96	65.23	77.47	82.81	83.80	78.21	84.77	82.77	84.88	85.44	83.64	82.36	86.11	83.33	78.17	86.43	88.70	83.51
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
GLM-Image	2026-1	🤗	✓	75.48	87.38	93.93	51.47	73.91	82.55	79.26	71.11	83.66	85.04	74.83	88.05	67.77	70.83	68.12	65.58	63.84	58.33	71.43	73.87	69.01	68.27	82.76	79.85	67.71	69.07	64.72	71.83	87.30	69.05	60.56	84.37	86.44	81.70
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
HiDream-I1-Full	2025-05	🤗	✓	74.25	93.11	92.63	50.24	57.61	83.49	73.40	68.47	83.51	84.47	75.70	92.19	68.82	65.06	68.44	62.32	71.43	57.47	75.20	74.30	72.07	73.40	78.74	75.49	69.77	73.63	61.21	72.59	86.51	69.84	62.68	79.92	82.63	76.45
Lumina-DiMOO	2025-09	🤗	✓	71.81	86.88	88.58	58.01	23.64	83.71	74.47	76.11	80.80	84.47	78.67	90.83	69.66	67.63	71.56	72.46	65.18	57.18	74.21	73.33	69.77	72.76	82.18	73.06	74.93	77.00	70.33	74.49	89.68	66.67	67.96	84.84	90.11	78.08
OmniGen2	2025-06	🤗	✓	71.39	94.35	84.83	56.55	27.99	83.03	66.49	73.89	81.78	81.63	77.80	90.93	66.57	67.31	64.06	65.22	64.29	54.60	72.13	73.06	67.73	72.76	81.90	75.97	70.49	72.47	66.12	76.40	84.52	75.79	69.72	80.63	82.20	78.62
Bagel	2025-05	🤗	✓	71.26	92.44	89.31	59.71	12.23	84.21	69.68	70.28	85.17	86.17	76.92	91.88	67.62	68.59	67.19	68.48	58.48	59.77	71.94	75.70	72.19	72.12	85.92	76.46	74.71	77.32	68.93	74.75	87.30	70.63	67.25	81.90	83.47	79.89
Janus-Pro	2025-01	🤗	✓	71.11	94.02	88.15	62.62	4.08	81.81	62.23	66.39	83.43	85.42	75.87	89.20	69.14	57.69	73.44	76.09	62.95	61.21	73.52	77.96	77.42	71.15	82.18	80.58	76.53	80.59	67.52	74.62	87.30	73.81	64.08	82.14	81.78	82.61
BLIP3-o-Next	2025-08	🤗	✓	71.03	94.60	88.87	65.53	4.89	80.57	70.74	80.00	81.93	86.36	71.85	81.81	70.18	65.71	68.44	73.55	60.71	60.63	76.58	74.68	72.32	70.19	81.03	77.18	74.27	78.80	64.25	76.02	83.33	73.02	72.18	80.71	82.20	78.80
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
Show-o2	2025-06	🤗	✓	70.33	93.11	88.44	59.71	1.90	86.35	59.04	71.53	88.10	87.31	81.12	94.71	69.02	53.85	80.00	69.20	60.27	55.75	76.68	77.37	77.42	68.59	80.17	81.55	76.45	77.64	73.83	70.30	87.30	66.67	58.45	80.63	80.08	81.34
UniWorld-V1	2025-06	🤗	✓	69.60	93.19	84.10	57.04	20.92	79.94	66.49	72.64	77.11	81.06	72.38	87.95	65.81	63.78	64.38	67.03	62.95	55.17	70.85	68.91	66.96	67.31	72.99	70.39	71.37	74.16	65.19	75.13	84.13	69.44	72.18	79.60	83.33	74.82
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	64.53	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
CogView4	2024-03	🤗	✓	67.68	88.29	89.45	49.76	19.02	80.57	74.47	66.53	79.74	83.14	74.30	88.21	64.33	68.91	60.31	65.94	53.12	56.32	68.97	66.97	61.86	64.10	76.44	70.87	66.86	68.99	62.15	71.70	86.51	67.46	62.32	79.84	83.62	75.00
Infinity	2024-12	🤗	✓	67.28	92.77	88.44	51.46	13.59	81.06	70.74	66.67	82.83	82.95	71.15	88.73	63.28	58.65	60.31	67.75	58.48	52.87	69.07	70.04	66.20	67.63	78.45	72.09	66.13	68.57	60.75	68.53	76.59	71.43	58.80	77.54	80.93	73.19
X-Omni	2025-08	🤗	✓	67.00	80.15	82.37	51.70	43.48	79.82	66.49	70.83	81.33	81.44	69.93	86.01	61.96	58.97	63.44	62.68	56.25	48.56	68.08	64.28	59.69	58.97	67.53	74.27	64.17	65.51	61.21	68.78	82.14	61.90	63.03	73.33	78.25	67.03
SD-3.5-Medium	2024-10	🤗	✓	64.67	92.19	86.56	45.87	11.41	80.24	61.70	62.64	83.73	82.01	73.60	87.79	58.59	58.01	56.56	54.35	42.86	46.55	68.18	69.88	70.15	62.82	75.86	69.66	62.86	65.61	56.78	65.86	79.37	61.11	58.10	73.25	73.59	72.83
SD-3.5-Large	2024-10	🤗	✓	64.35	88.12	88.15	44.90	17.66	78.78	68.62	62.22	81.85	78.79	70.63	86.32	59.63	57.69	52.81	57.25	50.89	48.85	68.68	67.62	70.15	62.18	70.11	64.81	62.21	65.82	54.21	65.23	75.79	61.51	59.15	71.19	73.45	68.30
OneCAT	2025-09	🤗	✓	62.80	94.93	83.96	47.55	2.17	74.98	61.70	67.92	77.48	83.14	62.06	78.83	59.41	38.46	61.56	63.77	49.11	45.98	70.93	65.46	68.11	62.18	63.79	64.32	62.97	72.35	42.29	62.18	73.81	64.68	49.65	74.37	75.56	72.83
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
BLIP3-o	2025-08	🤗	✓	61.01	91.61	74.42	48.30	1.36	71.28	54.26	61.81	70.93	78.22	57.87	78.88	55.38	48.08	54.69	61.23	46.88	35.92	64.82	62.61	60.97	57.69	62.36	69.66	65.55	70.89	53.74	65.36	74.60	62.30	59.86	74.21	77.40	70.11
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
Janus	2024-10	🤗	✓	60.37	92.03	73.27	54.37	1.09	70.67	42.55	48.61	71.31	79.17	57.69	82.86	55.78	39.42	57.19	64.86	51.34	40.23	64.23	63.25	62.76	60.26	67.82	62.62	61.85	69.73	44.39	67.26	74.21	59.52	67.96	64.13	62.85	65.76
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
Janus-flow	2024-11	🤗	✓	54.80	88.70	65.90	41.75	1.63	63.60	42.55	43.89	63.18	71.59	45.98	76.47	48.68	26.60	50.94	53.26	39.29	35.92	59.98	58.24	58.55	52.88	60.34	59.95	55.16	62.34	39.25	63.83	71.03	50.00	69.72	60.48	60.03	61.05
Kolors	2024-7	🤗	✓	53.60	86.54	76.01	31.31	2.17	68.12	61.17	50.42	72.67	71.97	58.74	74.06	49.96	39.74	38.44	50.36	44.64	34.20	63.24	58.51	58.04	58.01	62.36	56.55	47.24	52.11	36.45	55.20	72.22	53.57	41.55	60.95	61.02	60.87
Emu3	2024-09	🤗	✓	50.95	89.36	76.16	27.43	1.36	66.81	44.68	48.47	68.65	73.24	54.29	76.61	43.80	28.85	46.25	43.48	30.49	25.57	56.92	51.70	53.77	42.31	59.48	48.30	46.00	51.69	33.41	50.25	55.95	42.46	52.11	56.67	56.36	57.07
SDXL	2023-07	🤗	✓	41.48	81.81	69.51	19.42	0.82	54.31	39.36	44.03	58.89	58.14	43.01	58.81	31.18	19.23	29.69	29.35	17.41	16.67	43.87	36.26	41.07	27.88	42.24	28.40	34.30	41.24	18.93	46.83	53.57	37.70	48.94	40.40	39.12	42.03
MMaDA	2025-05	🤗	✓	40.10	75.83	52.75	19.42	0.27	49.90	50.53	37.22	47.52	54.55	40.56	57.81	32.42	16.67	30.63	38.77	19.64	17.24	44.17	39.06	39.16	33.97	48.56	34.71	38.37	45.99	21.50	50.00	53.97	39.29	55.99	43.02	47.46	37.32