🥇 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	2025-11	🤗	✗	93.82	99.50	97.47	82.34	95.69	94.55	90.97	96.15	95.75	95.14	91.25	100.00	94.96	94.23	94.57	97.06	92.35	95.24	96.70	96.07	96.96	91.67	97.83	97.66	94.20	96.68	91.67	89.04	94.49	90.74	81.92	94.40	96.32	92.42

📙 Citation

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


🥇 Nano Banana Pro	2025-11	-	✗	93.82	99.50	97.47	82.34	95.69	94.55	90.97	96.15	95.75	95.14	91.25	98.33	94.96	94.23	94.57	97.06	92.35	95.24	96.70	96.07	96.96	91.67	97.83	97.66	94.20	96.68	91.67	89.04	94.49	90.74	81.92	94.40	96.32	92.42
🥈 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
🥉 Seedream-4.0	2025-09	-	✗	87.31	99.00	94.94	68.64	93.97	90.06	86.81	85.90	97.64	86.81	83.12	99.17	87.55	82.69	90.22	91.91	84.69	82.74	92.45	88.58	85.14	84.44	95.65	92.19	81.57	85.20	77.86	78.48	89.71	75.00	69.62	90.30	90.81	89.77
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
FLUX.2-dev	2025-11	🤗	✓	81.44	95.70	93.20	68.35	39.08	90.49	86.81	83.97	96.23	89.58	86.25	100.00	87.55	87.18	91.30	87.50	82.14	86.90	90.09	89.34	94.26	82.78	93.48	81.25	84.02	86.73	81.25	76.20	90.81	82.41	55.77	90.49	91.54	89.39
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
wan2.5-t2i-preview	2025-09	-	✗	78.40	93.30	93.51	63.64	64.22	83.65	78.47	75.64	90.09	84.72	76.88	96.67	76.62	73.72	72.28	81.62	77.04	73.81	81.13	81.85	80.07	73.33	88.04	89.06	78.74	84.95	72.40	72.58	82.72	70.37	63.67	75.93	76.10	75.76
Hunyuan-Image-2.1	2025-09	🤗	✓	77.76	92.20	90.51	50.23	79.60	84.19	87.50	80.77	82.55	86.11	75.00	97.50	80.51	76.28	84.24	85.29	78.06	79.17	80.66	82.74	80.74	80.56	87.50	83.59	70.62	71.68	69.53	61.50	80.15	67.13	37.31	85.45	88.24	82.58
Z-Image-Turbo	2025-11	🤗	✓	74.18	91.70	90.98	50.69	72.41	76.92	75.69	66.03	88.21	77.78	60.00	94.17	74.71	71.15	79.89	80.15	69.39	72.02	76.42	72.08	75.00	61.11	77.17	73.44	65.85	69.39	62.44	65.51	79.04	64.35	52.31	80.97	82.72	79.17
Echo-4o	2025-8	🤗	✓	72.40	92.80	87.66	56.82	7.76	84.29	72.92	77.56	89.15	88.19	80.00	99.17	76.05	73.08	83.15	85.29	75.00	65.48	75.47	82.23	85.81	75.00	88.04	75.78	77.96	82.91	72.92	75.40	80.15	77.31	68.85	83.02	84.19	81.82
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
Bagel	2025-05	🤗	✓	65.69	92.30	86.71	37.95	6.61	75.21	64.58	63.46	83.49	79.86	66.25	95.00	65.78	61.54	63.59	75.74	65.31	61.90	67.92	75.38	77.70	67.78	82.07	71.09	69.85	79.59	59.90	69.52	73.16	75.00	61.15	77.61	82.72	72.35
OmniGen2	2025-06	🤗	✓	63.20	93.00	86.39	44.09	0.29	75.43	67.36	69.87	78.30	77.78	68.75	93.33	66.54	64.10	69.57	74.26	61.73	55.95	73.58	70.69	77.03	66.67	71.74	60.16	59.92	66.33	53.39	65.64	71.69	71.30	54.62	69.96	76.84	62.88
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
BLIP3-o	2025-08	🤗	✓	59.25	92.60	81.17	41.59	0.00	66.56	57.64	65.38	67.92	77.08	47.50	89.17	64.35	57.69	73.37	68.38	59.18	55.95	70.28	65.36	69.26	58.33	63.04	69.53	51.80	61.99	41.41	63.37	70.22	57.41	61.16	65.67	69.12	62.12
Kolors	2024-7	🤗	✓	58.80	85.20	86.23	36.14	4.89	69.34	70.14	51.92	73.11	77.78	56.25	91.67	65.02	58.33	59.24	71.32	63.78	57.54	77.83	67.13	71.96	69.44	67.39	52.34	66.03	64.80	45.05	56.68	67.28	59.26	43.46	62.31	58.82	65.91
OneCAT	2025-09	🤗	✓	58.50	94.40	86.55	38.64	0.00	63.89	56.94	66.03	73.58	65.28	38.75	84.17	63.12	42.31	75.00	80.88	61.22	44.05	73.58	67.39	72.64	61.67	69.57	60.16	51.55	63.52	39.32	59.00	64.34	60.19	52.69	60.45	61.76	59.09
Lumina-DiMOO	2025-09	🤗	✓	58.35	80.90	69.46	39.09	0.00	75.64	62.50	71.79	77.83	78.47	70.00	96.67	61.12	42.95	61.41	76.47	58.67	51.79	74.06	67.13	68.58	62.78	76.09	57.03	56.06	56.96	52.34	64.84	76.10	70.37	48.46	69.22	73.53	64.77
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
CogView4	2024-03	🤗	✓	55.14	82.40	84.18	30.23	2.30	63.35	68.75	44.87	56.60	72.92	53.75	94.17	61.69	61.54	66.30	64.71	52.04	54.76	70.28	61.68	61.82	62.22	63.59	57.81	45.75	51.02	40.36	54.55	67.65	57.41	38.46	65.30	75.00	55.30
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
X-Omni	2025-08	🤗	✓	53.69	70.07	71.52	34.77	20.98	63.85	61.81	52.56	63.51	67.36	57.50	85.83	58.37	48.72	68.48	63.97	56.53	43.45	66.51	59.77	60.14	60.00	62.50	54.69	41.75	48.72	34.64	56.28	63.97	53.70	50.38	59.51	66.91	51.89
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
HiDream-I1-Full	2025-05	🤗	✓	50.65	83.30	78.32	23.64	0.00	62.18	69.44	45.51	55.66	70.14	55.00	86.67	53.71	44.23	57.61	55.88	53.06	47.62	61.32	57.23	57.77	52.78	63.04	53.91	34.54	38.01	30.99	53.88	62.13	51.85	46.92	59.70	63.60	55.68
BLIP3-o-Next	2025-08	🤗	✓	44.48	74.60	50.00	27.50	0.00	55.98	44.44	57.69	56.13	63.89	48.12	68.33	47.62	37.82	61.41	45.59	45.41	36.90	54.72	53.55	54.05	48.33	50.00	64.84	26.55	32.14	20.83	54.14	65.07	49.54	46.54	54.85	58.82	50.76
MMaDA	2025-05	🤗	✓	44.00	78.20	52.06	26.14	0.00	55.24	52.78	33.97	58.49	61.11	45.00	86.67	43.44	24.36	54.35	47.06	31.63	29.17	67.92	56.22	59.80	52.22	60.87	46.88	32.86	39.29	26.30	58.56	59.93	46.30	67.31	37.31	38.97	35.61
Emu3	2024-09	🤗	✓	33.91	78.08	55.54	13.90	0.00	38.29	27.78	30.13	44.34	32.64	27.67	71.67	31.18	16.67	36.96	49.26	26.02	17.86	40.57	36.68	43.58	31.67	38.04	25.78	21.65	29.85	13.28	41.31	41.91	38.89	42.69	22.43	17.71	27.27
Janus	2024-10	🤗	✓	30.98	78.10	27.85	13.41	0.00	30.88	29.17	17.31	35.85	45.83	14.37	17.31	31.37	14.10	38.59	42.65	24.49	23.21	43.40	30.58	32.43	32.22	27.72	28.12	17.53	25.26	9.64	48.40	48.53	33.33	60.77	31.72	31.25	32.20
Janus-Pro	2025-01	🤗	✓	30.83	75.60	39.08	10.23	0.00	33.12	24.31	19.23	43.87	45.14	18.75	47.50	26.33	13.46	26.09	34.56	22.45	20.83	38.68	32.74	38.85	35.56	26.09	24.22	24.48	33.42	15.36	36.63	36.76	31.94	40.38	30.04	29.78	30.30
Janus-flow	2024-11	🤗	✓	20.93	58.50	18.67	10.68	0.00	19.23	22.92	10.90	21.70	24.31	8.12	30.00	22.05	4.49	31.52	22.06	14.80	19.05	35.85	19.54	23.65	16.11	20.11	14.06	10.70	19.13	2.08	35.03	32.72	16.67	52.69	14.93	12.13	17.80
UniWorld-V1	2025-06	🤗	✓	15.21	49.40	16.61	2.95	0.29	15.06	14.58	19.87	8.02	13.19	5.00	37.50	14.64	9.62	17.93	18.38	9.69	6.55	24.06	11.80	16.55	6.67	12.50	7.03	4.38	6.63	2.08	27.81	19.85	16.20	45.77	9.14	8.09	10.23
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