🥇 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	2025-12	🤗	✗	95.62	99.49	99.68	90.60	93.60	96.55	92.14	94.23	98.08	99.31	95.62	100.00	95.52	96.15	98.91	96.32	93.81	92.86	95.28	97.83	97.97	97.22	100.00	95.31	97.13	99.23	94.95	91.98	95.90	92.13	87.70	93.80	93.28	94.32

📙 Citation

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


🥇 GPT-4o-1.5	2025-12	-	✗	95.62	99.49	99.68	90.60	93.60	96.55	92.14	94.23	98.08	99.31	95.62	100.00	95.52	96.15	98.91	96.32	93.81	92.86	95.28	97.83	97.97	97.22	100.00	95.31	97.13	99.23	94.95	91.98	95.90	92.13	87.70	93.80	93.28	94.32
🥈 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-4-5-251128	2025-11	-	✗	89.58	98.90	96.20	71.10	93.39	92.31	87.50	87.82	99.53	89.58	88.12	100.00	89.54	85.26	94.02	91.91	82.14	86.31	96.70	90.48	88.85	89.44	94.02	90.62	88.66	91.84	85.42	84.22	90.81	84.26	77.31	91.04	91.54	90.53
FLUX-2-max	2025-12	-	✗	88.14	99.10	97.28	80.00	51.76	92.26	90.28	80.26	97.64	95.14	90.00	100.00	90.55	89.10	94.44	90.44	89.80	85.71	92.92	94.26	95.95	88.89	98.89	91.41	93.65	95.41	91.84	87.57	94.32	88.89	79.62	94.92	96.64	93.18
FLUX-2-flex	2025-11	-	✗	87.62	98.09	95.99	77.08	60.77	90.76	87.50	80.26	95.28	93.06	88.68	100.00	89.67	89.74	92.18	88.24	87.76	82.63	95.73	91.57	93.58	86.59	94.44	89.84	92.09	94.90	89.18	85.68	94.32	85.65	76.92	94.54	94.40	94.68
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
FLUX-2-pro	2025-11	-	✗	85.40	99.20	96.47	75.93	48.53	89.69	84.72	77.63	97.17	89.58	88.12	100.00	87.50	83.33	90.56	88.97	88.27	80.95	91.51	90.69	91.89	82.22	96.67	91.41	89.13	92.35	85.83	82.84	91.29	84.72	72.69	93.98	93.28	94.70
Imagen-4.0-Ultra-preview-06-06	2025-06	-	✗	83.08	99.20	97.63	79.55	7.18	91.13	89.58	80.13	93.40	94.44	90.62	100.00	93.54	94.87	91.85	96.32	88.78	93.45	96.70	92.89	91.89	87.22	98.37	95.31	89.95	94.90	84.90	88.64	94.85	87.96	82.69	91.04	92.65	89.39
Z-Image	2026-1	🤗	✓	81.69	96.30	94.62	54.82	80.46	86.11	83.33	74.36	95.28	85.42	79.38	98.33	82.60	81.41	85.33	83.82	81.63	76.19	86.32	84.64	88.51	75.00	90.22	81.25	79.51	83.16	75.78	71.26	84.19	73.61	55.77	86.57	86.76	86.36
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	-	✗	80.45	98.95	96.32	77.26	7.06	88.31	83.09	82.78	91.13	95.74	80.13	98.33	86.03	83.33	89.14	89.71	78.87	82.63	92.61	90.87	90.94	83.33	94.54	96.09	86.09	88.53	83.68	83.90	89.18	85.17	77.34	89.75	92.19	87.21
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	-	✗	78.86	93.80	93.04	63.99	65.98	83.97	79.86	75.64	91.04	84.72	75.62	97.50	76.33	72.44	76.09	81.62	72.45	75.00	80.66	84.14	83.78	75.56	88.59	90.62	78.74	84.69	72.66	72.45	83.09	68.52	64.45	76.12	77.94	74.24
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
LongCat-Image	2025-12	🤗	✓	75.97	87.60	92.09	49.31	83.05	79.17	71.53	77.56	88.21	77.78	63.75	96.67	77.00	76.92	78.80	85.29	71.43	67.26	83.02	79.95	80.41	70.56	86.96	82.03	66.62	69.13	64.06	65.64	79.78	63.43	52.69	79.29	78.31	80.30
FLUX.2-klein-9b	2026-1	🤗	✓	75.19	98.60	93.67	58.03	1.44	86.11	75.69	81.41	93.40	86.11	80.00	100.00	83.08	76.28	86.41	88.97	78.57	80.36	87.74	86.68	90.88	75.56	92.93	83.59	82.35	87.24	77.34	77.01	86.76	79.17	65.00	84.89	88.60	81.06
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	62.24	65.51	79.04	64.35	52.31	80.97	82.72	79.17
FLUX.2-klein-base-9b	2026-1	🤗	✓	73.81	96.70	88.77	60.09	2.87	85.79	75.00	79.49	91.51	87.50	81.88	100.00	78.99	72.44	82.07	88.97	70.92	77.38	83.49	84.90	88.85	79.44	88.04	78.91	78.09	83.67	72.40	77.94	84.56	81.02	68.46	83.96	88.24	79.55
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
FLUX.2-klein-4b	2026-1	🤗	✓	71.80	97.10	87.34	56.88	0.00	83.87	64.58	83.33	91.98	83.33	79.38	100.00	78.42	73.08	80.43	81.62	76.02	73.81	84.43	80.84	85.81	65.56	91.30	75.78	76.03	82.14	69.79	74.87	84.19	76.85	63.46	82.65	86.03	79.17
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
GLM-Image	2026-1	🤗	✓	70.57	85.80	90.51	42.89	85.63	71.15	77.08	63.46	74.53	73.61	51.88	90.83	65.11	66.03	71.74	66.91	56.63	57.14	71.70	69.29	70.95	68.33	69.57	66.41	57.86	62.50	53.12	63.37	75.00	62.50	51.92	74.07	79.04	68.94
FLUX.2-klein-base-4b	2026-1	🤗	✓	69.45	96.90	84.34	55.73	0.00	80.77	70.14	71.15	90.09	81.25	73.12	99.17	71.39	69.87	73.91	73.53	66.33	64.88	78.77	79.57	83.45	70.56	83.15	78.12	70.49	77.30	63.54	75.27	81.25	74.54	69.62	80.04	84.93	75.00
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	-	✗	59.73	89.55	91.36	31.54	1.45	67.87	71.43	43.59	68.14	72.86	63.87	94.17	64.52	47.44	66.85	70.45	67.71	58.33	73.56	72.15	80.56	63.89	76.67	58.06	51.33	59.47	43.01	62.02	72.69	68.75	45.70	65.53	64.77	66.29
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	57.74	77.83	67.13	71.96	69.44	67.39	52.34	55.03	64.80	45.05	56.68	67.28	59.26	43.46	62.31	58.82	65.91
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	59.69	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
OneCAT	2025-09	🤗	✓	56.77	94.90	87.34	34.32	0.00	64.32	62.50	71.79	68.40	63.89	36.88	86.67	57.13	37.18	69.02	76.47	57.14	39.29	63.21	61.80	68.58	57.78	60.33	53.91	46.78	58.16	35.16	60.83	66.91	62.50	53.08	60.26	63.24	57.20
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	56.63	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	45.83	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
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
Imagen-3.0-generate-002	2025-02	-	✗	1.36	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-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