🥇 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.


FLUX.2-klein-base-9b	2025-12	🤗	✗	96.12	98.73	99.27	94.36	89.01	98.18	95.11	95.93	98.18	97.14	98.25	99.58	94.31	96.05	96.23	98.55	94.14	95.40	91.67	96.79	96.77	94.52	99.42	96.36	98.08	98.72	96.63	96.01	97.18	96.03	94.93	96.47	97.14	95.60

📙 Citation

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


🥇 GPT-4o-1.5	2025-12	-	✗	96.12	98.73	99.27	94.36	89.01	98.18	95.11	95.93	98.18	97.14	98.25	99.58	94.31	96.05	96.23	98.55	94.14	95.40	91.67	96.79	96.77	94.52	99.42	96.36	98.08	98.72	96.63	96.01	97.18	96.03	94.93	96.47	97.14	95.60
🥈 Nano Banana Pro	2025-11	-	✗	95.42	99.42	98.84	91.91	92.93	97.14	89.36	94.31	98.27	96.78	94.23	99.16	92.97	93.59	92.81	97.46	91.52	91.95	92.26	95.64	95.79	93.91	97.99	94.66	95.85	95.87	95.79	93.27	99.21	90.87	90.14	96.27	96.47	96.01
🥉 Seedream-4-5-251128	2025-11	-	✗	93.12	99.00	97.83	86.76	93.21	96.49	89.89	91.81	97.06	95.08	96.14	99.00	90.55	87.82	90.31	93.48	89.24	87.07	92.15	92.29	90.18	88.10	97.13	95.38	90.88	90.67	91.36	89.96	98.81	90.84	81.34	94.20	95.76	92.20
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
FLUX-2-max	2025-12	-	✗	89.80	99.25	97.37	85.96	57.78	96.12	89.36	89.55	96.97	95.06	96.13	98.95	88.05	87.99	88.61	89.34	89.73	84.88	88.25	94.54	94.26	90.65	97.09	95.87	93.21	94.16	91.12	90.72	96.31	90.87	85.71	94.97	94.89	95.07
FLUX-2-flex	2025-11	-	✗	89.19	98.33	96.78	81.73	64.80	95.71	90.96	88.70	96.89	93.14	94.14	99.15	87.60	84.09	87.90	88.97	89.14	85.17	88.71	92.84	91.56	89.87	94.48	96.12	92.11	92.88	90.42	86.98	95.49	84.92	81.43	95.03	95.60	94.29
Z-Image	2026-1	🤗	✓	89.17	97.67	95.52	79.90	88.59	94.32	86.70	86.39	97.21	92.42	89.51	98.01	86.13	86.22	88.44	84.42	83.93	81.32	88.00	89.12	88.90	83.01	92.53	91.26	86.15	86.02	86.45	81.73	93.65	80.16	72.54	92.62	93.79	91.12
FLUX-2-pro	2025-11	-	✗	87.11	98.83	95.91	79.26	52.50	94.66	83.51	86.16	97.27	93.90	90.99	98.42	86.00	83.44	87.34	86.76	85.14	82.85	87.43	92.42	91.71	88.60	96.22	93.45	91.96	93.09	89.49	86.47	95.49	83.73	81.07	93.12	94.18	91.76
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
FLUX.2-dev	2025-11	🤗	✓	86.12	98.42	95.52	79.66	43.21	95.29	84.57	89.44	97.59	92.80	93.01	98.32	88.46	85.58	87.81	91.67	87.95	88.51	88.79	92.40	92.73	88.46	95.40	92.23	89.50	90.25	87.85	84.26	97.62	82.94	73.59	94.44	93.93	95.11
wan2.5-t2i-preview	2025-09	-	✗	84.36	97.42	94.15	73.28	67.12	91.04	82.98	82.72	92.22	91.79	87.59	94.96	77.75	71.15	75.32	83.46	75.91	73.28	80.98	87.23	85.97	79.17	91.95	91.75	85.53	86.65	83.02	81.09	92.46	82.54	69.72	89.01	89.63	88.22
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
Z-Image-Turbo	2025-11	🤗	✓	83.69	96.26	94.80	70.83	74.73	90.96	77.66	79.31	93.37	87.88	85.49	97.48	78.74	75.64	78.75	77.90	75.45	73.85	82.34	84.38	84.69	75.00	87.93	87.86	80.03	79.87	80.37	78.30	89.68	77.78	68.66	87.94	90.40	84.78
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
LongCat-Image	2025-12	🤗	✓	83.14	90.20	93.35	65.69	82.07	90.96	78.72	82.08	91.79	89.39	86.19	96.80	81.11	76.28	85.00	86.96	75.00	74.14	83.53	82.60	81.25	72.76	90.52	85.92	81.27	81.89	79.91	77.79	90.87	75.00	68.66	86.35	88.84	83.15
FLUX.2-klein-9b	2026-1	🤗	✓	81.74	99.09	92.92	80.15	5.71	94.03	77.66	86.67	96.54	92.05	88.99	98.74	83.20	77.88	85.00	85.87	81.25	78.74	85.52	90.73	90.56	83.65	96.55	91.50	91.69	92.69	89.49	86.55	92.86	88.89	78.87	93.33	94.92	91.30
FLUX.2-klein-base-9b	2026-1	🤗	✓	81.41	97.67	92.63	80.64	5.98	94.09	82.45	86.94	95.86	93.18	89.69	98.27	82.76	81.09	83.75	80.07	79.46	79.60	85.52	90.95	90.94	87.18	95.98	89.56	90.60	90.78	90.19	86.42	92.46	86.11	81.34	92.38	92.94	91.67
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
FLUX.2-klein-4b	2026-1	🤗	✓	79.37	98.67	90.17	77.21	2.45	93.14	77.13	88.61	95.26	90.34	86.89	97.59	81.07	71.15	83.12	83.70	78.57	78.45	84.23	88.20	88.78	82.37	94.83	85.92	87.03	87.08	86.92	85.03	92.06	82.94	80.63	90.71	90.82	90.58
GLM-Image	2026-1	🤗	✓	79.11	89.62	93.35	58.09	82.88	83.92	79.26	73.89	85.62	88.83	76.92	87.74	71.78	78.21	71.25	73.19	66.07	62.07	74.21	77.16	73.09	73.72	85.34	80.58	74.85	76.38	71.50	73.48	86.90	73.41	61.62	85.95	87.15	84.42
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
FLUX.2-klein-base-4b	2026-1	🤗	✓	76.61	97.84	82.95	75.00	1.90	90.64	77.66	81.94	92.47	89.02	86.71	95.55	75.92	71.15	75.94	73.91	74.11	68.97	80.75	83.62	82.14	78.85	90.80	83.98	83.82	84.85	81.54	86.04	91.27	85.71	81.69	88.33	91.10	84.78
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
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	84.46	77.72
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
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
OneCAT	2025-09	🤗	✓	61.40	96.01	80.35	49.76	1.90	72.01	60.11	63.75	73.87	79.17	58.57	77.04	56.90	32.69	64.06	58.33	46.43	40.52	69.66	61.85	63.65	58.01	60.06	62.86	58.50	68.99	35.28	63.20	69.05	63.89	57.39	73.49	76.27	69.93
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	60.03	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	🤗	✓	23.09	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