🥇 UniGenBench Leaderboard (Chinese 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.


wan2.5-t2i-preview	2025-03	🤗	✗	90.51	99.41	97.96	90.05	57.14	94.72	85.87	92.56	94.43	95.23	94.23	96.59	89.33	91.12	92.50	89.49	91.52	86.78	88.14	92.59	91.93	89.10	95.64	93.93	94.59	95.36	92.87	94.11	96.37	92.86	93.24	95.21	95.01	95.47

📙 Citation

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


🥇 GPT-4o	2025-03	-	✗	90.51	99.41	97.96	90.05	57.14	94.72	85.87	92.56	94.43	95.23	94.23	96.59	89.33	91.12	92.50	89.49	91.52	86.78	88.14	92.59	91.93	89.10	95.64	93.93	94.59	95.36	92.87	94.11	96.37	92.86	93.24	95.21	95.01	95.47
🥈 Seedream-4.0	2025-09	-	✗	90.35	98.42	96.39	80.58	91.30	95.54	86.70	90.69	96.08	95.45	93.71	98.43	89.29	84.94	91.56	92.03	92.41	86.21	89.53	88.69	86.35	83.01	93.39	93.45	87.72	87.66	87.85	83.63	94.44	82.14	75.35	91.90	92.66	90.94
🥉 Hunyuan-Image-2.1	2025-09	🤗	✓	87.01	95.18	94.08	71.36	86.41	93.82	87.77	87.08	95.41	91.67	89.69	97.69	83.99	85.58	84.69	85.51	83.48	79.02	84.68	88.09	87.88	81.41	92.24	90.05	85.61	85.97	84.81	80.08	92.86	83.33	65.85	91.43	93.50	88.77
Qwen-Image	2025-08	🤗	✓	86.91	97.84	95.66	69.90	86.14	95.04	89.36	91.11	96.23	93.56	90.91	97.90	86.56	83.33	90.62	89.86	86.61	79.60	87.75	87.61	85.59	84.29	91.67	90.53	82.99	83.44	82.01	76.90	94.05	83.73	55.63	90.48	92.09	88.41
Seedream-3.0	2025-06	-	✗	86.14	98.42	95.36	68.45	82.34	93.93	85.64	83.98	96.39	90.53	93.36	97.90	84.53	81.41	89.06	86.13	85.71	79.19	85.18	87.55	84.57	83.01	93.10	91.99	83.11	83.83	81.54	77.54	88.89	82.14	63.38	90.16	90.68	89.49
wan2.5-t2i-preview	2025-09	-	✗	84.24	98.00	94.30	74.51	66.30	90.49	83.51	80.90	91.77	91.41	87.24	94.59	78.39	72.12	78.16	83.82	74.55	75.29	80.85	86.64	85.59	77.56	91.95	91.02	85.13	86.18	82.78	80.08	91.67	79.37	70.42	88.54	89.91	86.78
Imagen-4.0-Ultra-preview-06-06	2025-06	-	✗	83.86	97.34	97.40	86.89	6.79	93.59	88.30	83.75	94.13	95.27	90.91	97.80	88.80	83.97	90.94	88.41	87.50	88.79	90.02	92.35	92.22	87.82	96.84	92.23	92.51	93.99	89.25	88.83	96.83	90.08	80.63	94.13	94.77	93.30
Nano Banana	2025-08	-	✗	83.17	98.41	97.38	82.40	10.68	93.29	90.37	85.06	93.11	94.29	87.99	98.10	85.55	84.42	88.09	84.06	87.05	82.90	86.07	91.32	90.59	86.50	96.83	91.71	91.21	92.14	89.13	88.35	94.78	88.10	82.86	93.15	93.19	93.10
Imagen-4.0-generate-preview-06-06	2025-01	-	✗	79.90	95.60	97.98	77.18	4.89	90.94	82.45	80.42	92.24	91.29	85.84	96.28	84.55	81.09	84.69	82.25	83.48	85.63	86.07	88.04	87.24	82.05	93.97	89.08	86.63	88.71	82.01	82.74	92.06	81.75	75.35	90.48	90.25	90.76
Echo-4o	2025-8	🤗	✓	78.31	96.26	91.18	72.57	13.04	91.82	71.81	82.22	94.50	90.72	88.64	96.80	75.56	73.72	81.56	74.28	67.41	66.38	79.55	85.83	86.99	81.09	89.08	84.47	85.25	86.08	83.41	83.50	87.70	83.73	79.58	88.10	90.54	84.96
Bagel	2025-05	🤗	✓	75.75	96.10	89.02	68.69	14.40	88.25	71.81	73.47	88.93	90.53	83.39	95.81	72.43	71.47	75.62	76.09	66.96	63.22	75.10	81.52	80.87	76.60	86.78	82.04	82.05	83.97	77.80	81.09	84.92	83.33	75.70	83.97	87.29	79.71
FLUX-kontext-max	2025-05	-	✗	75.24	97.59	92.31	68.20	4.62	86.17	72.34	71.41	87.48	88.83	81.64	92.80	75.71	76.28	70.22	79.35	69.20	74.43	78.16	81.27	78.95	73.40	87.25	86.65	80.16	84.60	70.33	78.77	88.76	76.19	72.24	87.58	87.01	88.32
Imagen-3.0-generate-002	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
DALL-E-3	2023-09	-	✗	71.16	95.85	94.36	61.41	3.80	85.41	64.36	71.11	88.93	90.72	77.62	91.30	70.59	61.22	65.94	74.28	67.41	62.64	77.37	80.12	81.63	73.72	85.63	77.43	75.87	80.38	65.89	70.81	80.16	74.21	59.51	73.33	70.48	76.99
OmniGen2	2025-06	🤗	✓	70.75	95.35	87.57	62.62	1.90	85.05	74.47	73.33	84.94	85.23	79.90	92.09	67.17	63.46	67.81	63.41	63.39	60.34	72.33	75.38	70.79	70.51	87.64	77.43	74.06	76.05	69.63	77.03	85.71	76.59	69.72	81.35	84.89	76.81
wan2.2-t2i-plus	2025-07	-	✗	70.05	91.61	88.73	57.04	15.22	82.42	78.19	66.94	82.15	84.09	77.10	89.99	70.22	67.95	69.06	72.46	64.29	63.79	74.21	73.65	70.15	70.83	80.17	76.94	71.51	74.26	65.42	70.05	83.73	62.70	64.44	80.08	81.50	78.26
CogView4	2024-03	🤗	✓	68.09	89.62	89.31	51.94	8.15	80.99	73.40	65.69	80.35	85.98	73.43	88.84	67.94	67.31	68.75	71.01	58.04	63.79	70.65	70.58	66.07	64.10	80.17	75.97	69.91	71.94	65.42	70.94	83.33	69.05	61.62	81.51	77.72	84.46
Kolors	2024-7	🤗	✓	65.12	90.61	87.14	47.82	5.98	81.18	63.83	64.86	82.98	83.52	70.80	90.25	64.49	58.97	57.19	63.41	65.18	50.57	73.42	71.23	69.90	74.68	74.43	68.45	64.17	67.83	56.07	63.96	81.35	62.30	50.00	74.60	72.46	77.36
OneCAT	2025-09	🤗	✓	63.88	95.85	85.26	54.37	2.17	74.79	57.98	65.56	78.92	81.25	59.79	79.77	60.11	35.26	69.69	64.13	55.36	42.24	70.85	65.03	63.65	63.14	65.52	68.69	62.35	70.78	43.69	63.07	69.05	63.49	57.39	75.79	76.13	75.36
Lumina-DiMOO	2025-09	🤗	✓	63.80	84.30	76.45	49.27	1.36	79.41	64.36	68.06	77.18	82.01	72.73	88.00	61.32	54.81	57.50	61.96	60.27	49.43	68.68	66.70	62.24	61.22	78.74	69.17	68.90	72.57	60.75	71.95	76.98	67.06	71.83	78.33	84.18	70.83
X-Omni	2025-08	🤗	✓	62.18	76.91	74.13	46.60	29.35	76.51	72.34	59.72	77.79	82.20	67.83	83.39	58.43	50.00	61.56	61.96	49.55	42.82	66.40	60.83	57.02	55.45	65.52	68.20	61.12	65.51	51.40	64.85	76.19	58.33	60.56	73.02	76.84	68.12
Janus-Pro	2025-01	🤗	✓	60.21	91.28	75.87	49.27	2.17	65.79	44.15	52.92	69.80	78.22	56.99	69.18	54.33	37.82	51.25	63.04	48.21	51.72	60.28	62.61	62.50	57.05	66.38	63.83	65.62	72.47	50.47	68.53	72.22	61.11	71.83	66.59	66.38	66.85
BLIP3-o	2025-08	🤗	✓	59.25	89.70	77.17	47.09	1.90	69.24	53.19	59.03	71.31	79.36	54.02	75.00	55.98	42.63	59.38	60.87	45.98	43.97	64.03	60.56	58.29	54.81	60.63	69.17	60.68	67.72	45.09	60.91	72.22	53.17	57.75	69.29	72.60	65.04
Recraft	2024-12	-	✗	56.90	86.38	85.55	36.17	2.45	74.31	61.70	60.56	73.72	79.92	65.03	82.39	54.65	44.23	57.81	60.87	42.86	43.39	61.66	57.44	54.72	49.68	63.22	63.59	50.00	50.95	47.90	57.49	71.83	55.95	46.13	64.52	64.12	65.04
Hunyuan-DiT	2024-05	🤗	✓	55.57	94.10	76.16	33.98	1.36	69.72	66.49	54.03	71.76	76.14	58.57	76.10	51.04	41.03	51.56	57.25	41.52	37.36	59.09	55.60	59.69	48.08	56.90	52.43	52.03	57.49	39.95	60.06	63.49	60.71	56.34	61.67	60.73	62.86
BLIP3-o-Next	2025-08	🤗	✓	54.55	87.71	61.85	41.50	1.90	63.75	50.00	64.58	67.85	67.61	55.94	63.21	51.81	37.50	56.25	50.72	45.98	37.36	61.36	57.76	55.36	53.53	60.34	63.35	54.00	59.49	41.82	60.66	65.48	58.73	58.10	64.60	67.80	60.51
HiDream-I1-Full	2025-05	🤗	✓	50.70	83.06	78.61	24.27	2.99	65.05	63.30	55.97	62.50	69.70	56.12	71.80	47.47	38.14	45.00	44.93	38.39	36.21	57.71	49.25	46.30	45.83	59.20	49.03	42.08	45.99	33.41	53.81	59.52	49.60	52.46	60.40	62.99	57.07
MMaDA	2025-05	🤗	✓	50.61	84.05	63.58	31.80	0.27	61.31	46.81	40.00	58.96	67.80	52.62	73.22	42.98	23.40	39.06	40.58	29.02	30.75	58.20	52.69	48.09	49.04	60.63	57.52	50.07	56.65	35.51	58.76	61.11	50.79	63.73	60.63	65.54	54.35
Emu3	2024-09	🤗	✓	35.95	75.08	53.03	19.66	0.82	48.82	23.40	38.33	49.17	57.77	36.19	56.34	27.81	10.58	22.81	25.36	12.05	17.53	42.39	32.06	33.29	29.17	35.06	29.37	28.49	33.02	18.46	38.32	42.86	26.59	44.72	35.40	30.37	41.85
Janus	2024-10	🤗	✓	33.63	75.00	30.06	20.15	1.09	35.98	25.53	25.97	39.16	45.83	22.20	39.99	29.74	11.54	35.31	32.25	16.96	14.08	41.11	28.23	26.02	26.60	30.46	31.80	31.47	38.92	14.95	44.04	46.43	24.60	59.15	40.56	38.98	42.57
Janus-flow	2024-11	🤗	✓	23.01	57.39	17.49	17.48	0.27	23.42	11.70	11.39	23.72	32.20	15.91	28.72	19.46	3.85	18.75	19.20	9.38	9.48	30.24	20.04	18.62	18.91	24.43	19.90	21.58	28.80	5.61	32.23	29.76	13.89	50.70	21.59	18.64	25.36
UniWorld-V1	2025-06	🤗	✓	21.50	55.48	17.34	8.98	1.36	27.50	12.23	30.28	19.80	27.27	19.76	35.69	19.34	12.18	20.31	23.19	9.38	8.05	26.28	19.34	16.20	21.47	23.56	20.15	12.50	15.30	6.31	28.68	23.81	21.03	39.79	24.44	24.15	24.82
Imagen-4.0-Fast-preview-06-06	2025-01	-	✗	1.20	2.91	0.00	0.24	0.27	0.93	0.00	2.08	0.53	0.00	1.22	1.05	0.44	0.32	0.00	0.00	0.00	0.00	0.99	0.70	0.77	0.96	0.57	0.49	0.07	0.11	0.00	4.95	0.79	0.40	12.68	1.51	2.54	0.18
Imagen-3.0-generate-002	2025-02	-	✗	0.98	2.66	0.29	0.00	0.27	0.69	0.00	0.00	0.00	1.52	0.35	1.36	0.60	0.00	0.31	0.00	0.00	0.00	1.38	0.32	0.13	0.64	0.00	0.73	0.00	0.00	0.00	4.06	0.79	1.19	9.51	0.87	1.55	0.00