🥇 UniGenBench Leaderboard

🏠 Homepage | 📄 arXiv Paper | Coming soon!!

📚 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.

📝 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.


SD-3.5-Large	2025-04	🤗	✗	92.77	98.57	98.87	84.97	89.24	93.59	90.00	94.70	94.20	91.61	92.50	100.00	90.79	89.74	92.22	87.12	90.43	89.82	93.75	94.97	96.23	95.00	94.89	92.19	93.55	95.64	91.40	91.76	92.91	91.67	90.57	91.35	91.04	91.67

📙 Citation

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


🥇 GPT-4o	2025-04	-	✗	92.77	98.57	98.87	84.97	89.24	93.59	90.00	94.70	94.20	91.61	92.50	99.17	90.79	89.74	92.22	87.12	90.43	89.82	93.75	94.97	96.23	95.00	94.89	92.19	93.55	95.64	91.40	91.76	92.91	91.67	90.57	91.35	91.04	91.67
🥈 Imagen-4.0-Ultra	2025-06	-	✗	91.54	99.20	97.47	79.55	89.08	92.52	93.06	81.41	94.34	95.83	91.88	100.00	92.20	90.38	93.44	91.91	90.31	89.29	96.70	93.02	95.27	84.44	98.37	92.19	91.37	92.86	89.84	87.97	94.12	87.04	82.31	93.10	92.65	93.56
🥉 Seedream-3.0	2025-05	-	✗	78.95	98.10	95.25	52.73	71.55	85.58	80.56	82.05	90.57	85.42	78.12	97.50	82.98	75.00	89.67	85.29	75.51	80.95	90.09	80.84	82.77	73.89	84.24	81.25	73.84	78.57	69.01	61.36	79.78	69.91	35.00	87.31	86.76	87.88
Qwen-Image	2025-08	🤗	✓	78.81	95.10	94.30	53.64	76.14	87.61	81.94	84.62	91.98	84.03	84.38	99.17	84.13	82.05	88.59	88.24	80.61	77.38	87.74	79.70	81.76	67.78	86.96	81.25	73.32	73.21	73.44	60.29	83.82	70.37	27.31	85.52	86.40	85.23
Imagen-3.0	2025-02	-	✗	71.85	89.25	94.75	48.36	21.55	77.33	75.78	64.67	80.66	82.84	70.00	93.10	81.46	80.00	83.89	85.29	77.37	74.40	87.38	82.86	83.90	73.33	88.64	83.90	71.71	79.23	64.06	69.84	79.04	70.75	59.13	81.34	82.72	79.92
HiDream	2025-05	🤗	✓	71.81	92.50	94.15	41.14	64.94	72.97	73.61	59.62	72.17	79.17	61.88	98.33	73.00	62.18	76.09	73.53	74.49	70.24	78.77	75.38	79.05	68.33	78.26	72.66	62.63	64.29	60.94	63.24	83.09	65.74	40.38	78.17	82.72	73.48
FLUX-pro-1.1-Ultra	2025-03	-	✗	70.67	90.60	91.61	43.18	37.36	76.50	75.69	59.62	78.77	77.78	74.38	96.67	76.50	57.69	68.48	77.21	76.53	64.29	76.89	77.54	80.41	72.78	82.07	71.09	67.78	74.74	60.68	70.05	84.56	68.98	55.77	81.53	80.15	82.95
Pref-GRPO	2025-08	🤗	✓	69.46	88.40	90.35	47.13	47.13	75.00	71.53	60.90	73.11	77.08	74.38	99.17	69.77	60.90	72.28	77.21	68.37	64.88	74.53	76.52	81.42	76.67	76.09	65.62	63.27	65.56	60.94	62.43	79.04	66.20	41.92	77.61	82.35	72.73
DALL-E-3	2024-09	-	✗	69.18	95.06	93.51	48.18	25.86	75.97	62.14	59.87	87.74	87.50	65.00	92.50	69.83	60.90	75.00	76.47	66.84	63.41	75.47	78.06	82.43	69.44	87.78	66.41	70.60	76.79	64.21	68.07	74.24	74.07	56.64	66.67	57.72	76.17
Keling-Ketu	2025-04	-	✗	65.93	92.27	86.62	43.75	16.03	71.66	75.00	56.41	78.77	79.17	53.12	91.38	68.73	54.49	76.09	72.79	69.90	58.93	76.89	70.94	68.92	70.56	74.46	71.09	60.81	66.24	55.26	71.26	77.21	67.59	68.08	77.23	80.97	73.36
SD-3.5-Large	2024-10	🤗	✓	62.99	88.60	88.92	32.27	32.76	68.59	71.53	51.92	68.87	68.06	65.62	90.83	62.17	57.05	61.96	63.24	62.24	59.52	67.45	69.80	75.34	68.33	68.48	60.94	58.76	64.80	52.60	58.96	74.63	61.11	40.77	69.03	70.96	67.05
Show-o2	2025-06	🤗	✓	62.73	87.20	86.08	40.91	1.15	70.51	59.03	63.46	73.58	72.92	63.12	95.00	69.58	56.41	77.72	72.79	70.41	52.38	83.02	70.18	79.05	61.11	70.11	62.50	64.69	69.90	59.38	61.63	75.37	65.28	44.23	75.37	77.94	72.73
Janus-Pro	2025-01	🤗	✓	61.61	90.80	86.71	37.05	2.59	67.74	56.25	55.77	71.70	73.61	61.88	90.83	64.26	50.64	63.04	75.00	62.24	56.55	76.42	68.40	76.01	56.11	75.00	58.59	62.11	69.64	54.43	64.44	75.37	66.20	51.54	72.01	74.63	69.32
Bagel	2025-05	🤗	✓	61.53	90.20	85.60	30.23	7.76	67.74	59.03	50.00	72.64	76.39	59.38	93.33	61.98	52.56	60.87	69.12	62.24	58.93	67.45	70.69	76.35	70.56	69.57	59.38	58.12	67.35	48.70	66.44	71.69	68.52	59.23	76.49	79.04	73.86
BLIP3-o	2025-05	🤗	✓	59.87	92.80	80.22	39.55	1.15	63.89	51.39	60.26	64.62	75.00	54.37	81.67	63.97	58.33	70.11	70.59	60.20	51.79	71.70	66.50	70.61	60.00	67.39	64.84	53.74	61.73	45.57	68.58	79.04	61.11	63.85	68.47	72.79	64.02
CogVew4	2024-03	🤗	✓	56.30	82.00	83.07	28.18	17.82	63.25	71.53	44.23	55.19	72.22	57.50	89.17	57.51	53.85	59.78	68.38	50.51	51.19	62.74	62.44	60.47	60.00	69.57	60.16	44.72	47.19	42.19	54.81	69.49	56.02	38.46	69.22	77.21	60.98
Hunyuan-DiT	2024-05	🤗	✓	51.38	94.10	80.70	24.55	1.15	62.71	67.36	44.23	71.70	61.81	47.50	86.67	49.05	35.90	54.89	54.41	46.94	35.71	62.74	59.64	60.14	64.44	60.33	50.78	41.62	46.68	36.46	55.48	62.87	57.87	45.77	44.78	39.34	50.38
Janus	2024-10	🤗	✓	51.23	89.90	73.58	26.82	1.15	54.81	37.50	37.82	58.96	65.97	47.50	86.67	50.38	32.69	51.63	61.76	48.47	38.10	66.51	55.08	56.76	53.89	59.24	46.88	46.65	58.16	34.90	59.09	66.18	51.39	58.08	54.85	57.72	51.89
Janus-flow	2024-11	🤗	✓	46.39	86.20	62.50	21.14	0.86	47.97	43.06	30.77	55.19	55.56	30.00	78.33	43.35	23.08	48.37	58.82	36.73	36.31	55.66	50.00	59.80	38.89	51.63	40.62	45.10	57.65	32.29	60.29	66.18	48.61	63.85	46.46	49.26	43.56
Emu3	2024-09	🤗	✓	46.02	86.80	77.06	19.32	1.15	51.39	44.44	45.51	53.77	43.06	46.25	80.00	40.11	25.00	47.28	50.74	35.20	27.98	52.36	49.75	56.76	46.67	48.37	39.84	36.86	41.33	32.29	52.94	59.56	53.70	45.38	44.78	45.22	44.32
Playground2.5	2024-02	🤗	✓	45.61	89.50	76.11	16.59	1.15	52.78	58.33	43.59	57.08	44.44	41.25	75.83	42.68	28.85	50.00	52.21	35.20	29.17	58.02	51.52	60.14	49.44	48.37	39.06	35.44	43.88	26.82	53.21	58.82	50.00	50.00	37.13	34.56	39.77
SDXL	2023-07	🤗	✓	39.75	87.40	72.63	9.55	1.15	44.34	44.44	25.00	52.83	44.44	33.75	68.33	34.22	19.23	35.33	43.38	26.53	24.40	53.30	44.92	53.72	38.33	39.67	41.41	26.68	33.93	19.27	47.33	50.37	42.59	48.08	29.85	26.47	33.33