Text-to-Image Generation on DPG-Bench (Compositional Metrics)

88.63Overall ScoreSeedream 4.5

Evaluation Results

Method
Seedream 4.52026.03	88.63	89.24	94.3	92.14	92.23	93.83	—	—
Seedream 4.52026.05	88.63	89.24	94.3	92.14	92.23	93.83	—	—
Qwen-Image2026.02	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2025.12	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.02	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.03	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2025.11	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.04	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.04	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.05	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.05	88.32	91.32	91.56	92.02	94.31	92.73	—	—
Qwen-Image2026.05	88.32	91.32	91.56	92.02	94.31	92.73	—	—
BitDance2026.02	88.28	89.53	93.76	92.47	91.81	90.26	—	—
Seedream 3.02026.02	88.27	94.31	92.65	91.36	92.78	88.24	—	—
Seedream 3.02025.11	88.27	94.31	92.65	91.36	92.78	88.24	—	—
Seedream 3.02026.04	88.27	94.31	92.65	91.36	92.78	88.24	—	—
Seedream 3.02026.04	88.27	94.31	92.65	91.36	92.78	88.24	—	—
Z-Image2026.02	88.14	93.39	91.22	93.16	92.22	91.52	—	—
Z-Image2026.03	88.14	93.39	91.22	93.16	92.22	91.52	—	—
SenseNova-U12026.05	88.14	94.19	92.05	91.05	93.22	93.44	—	—
Z-Image2026.05	88.14	93.39	91.22	93.16	92.22	91.52	—	—
JoyAI-Image2026.05	88.05	—	—	—	—	—	—	—
SenseNova-U12026.05	87.78	88.74	90.9	92.43	92.43	92.5	—	—
X-Omni2026.02	87.7	84.8	92.6	90.6	94.8	84.2	—	—
X-Omni2025.12	87.65	84.8	92.59	90.63	94.75	84.2	—	—
X-Omni2026.05	87.65	—	—	—	—	—	—	—
SeFi-Image-5B2026.06	87.45	93.06	92.46	91.75	92.56	90.73	—	—
STAR-7B2025.12	87.44	94.97	92.91	91.62	94.3	83.82	—	—
SeFi-Image-2B2026.06	87.31	89.44	91.81	92.02	93.04	92.13	—	—
STAR-3B2025.12	87.3	93	90.49	91.71	90.72	92.75	—	—
Lumina-Image 2.02025.03	87.2	—	91.97	90.2	94.85	—	—	—
Lumina-Image-2.02026.02	87.2	—	91.97	90.2	94.85	—	—	—
Lumina-Image 2.02025.11	87.2	—	91.97	90.2	94.85	—	—	—
Lumina-Image 2.02026.04	87.2	—	91.97	90.2	94.85	—	—	—
SeFi-Image-1B2026.06	87.17	91.19	93.16	91.59	92.13	86.66	—	—
Nano Banana Pro2026.03	87.16	91	92.85	91.56	92.39	89.93	—	—
Nano-Banana-Pro2026.05	87.16	91	92.85	91.56	92.39	89.93	—	—
LLaDA-o2026.03	87.04	92.91	93.3	90.4	91.75	92.79	—	—
MoS-Image-L2025.11	87.01	91.74	90.59	91.29	93.3	91.69	—	—
TUNA2026.02	86.8	90.42	91.58	90.94	91.87	90.73	—	—
LongCat-Image2026.04	86.8	89.1	92.54	92	93.28	87.5	—	—
Tuna2026.04	86.76	90.42	91.68	90.94	91.87	90.73	—	—
TUNA2026.05	86.76	90.42	91.68	90.94	91.87	90.73	—	—
Tuna2026.05	86.76	90.42	91.68	90.94	91.87	90.73	—	—
TUNA2026.05	86.76	90.42	91.68	90.94	91.87	90.73	—	—
NEO-unify2026.05	86.71	91	91.53	92.06	94.14	90.43	—	—
VQ-RAE2026.02	86.6	89.8	93.1	89.9	90.3	91.2	—	—
Infinity-8B2026.02	86.6	85.1	—	—	94.5	—	—	—
Tuna-22026.04	86.54	89.5	91.4	92.07	91.91	88.81	—	—
Tuna-22026.05	86.54	89.5	91.4	92.07	91.91	88.81	—	—
NEO-unify2026.05	86.54	89.49	92.87	91.26	92.29	92.13	—	—
TUNA-22026.05	86.54	89.5	91.4	92.07	91.91	88.81	—	—
NOVA2026.02	86.53	84.27	—	—	93.61	—	—	—
FastVAR2026.02	86.46	84.8	—	—	92.3	—	—	—
SeFi-Image-5B-Turbo2026.06	86.45	85.85	91.27	92.42	90.88	91.61	—	—
Infinity-8B2026.05	86.44	92.14	89.74	—	92.08	—	—	—
SkipVAR2026.02	86.4	83.91	—	—	90.52	—	—	—
ILLUME-X2026.06	86.38	90.28	91.8	94.08	82.37	88	—	—
Tuna-R2026.04	86.35	86	91.8	91.03	93.48	84.89	—	—
LD-Pruning2026.05	86.34	91.56	89.61	—	94.45	—	—	—
MoS-Image-S2025.11	86.33	89.29	92.17	92.09	89.38	90.18	—	—
FastVAR2026.05	86.33	87.3	91.46	—	91.11	—	—	—
UniReasoner2026.05	86.3	92.46	90.56	91.11	90.65	89.84	—	—
SkipVAR2026.05	86.29	92.64	90.59	—	90.09	—	—	—
GPT-4o2025.12	86.23	82.27	91.27	87.67	93.85	88.71	—	—
RubricRL2025.11	86.23	82.37	92.63	89.88	94.82	82.8	—	—
Show-o22025.12	86.14	89	91.78	89.96	91.81	91.64	—	—
Show-o22026.03	86.14	89	91.78	89.96	91.81	91.64	—	—
Show-o2-7B2025.11	86.14	89	91.78	89.96	91.81	91.64	—	—
Show-o22026.04	86.14	89	91.78	89.96	91.81	91.64	—	—
Show-o22026.05	86.14	89	91.78	89.96	91.81	91.64	—	—
Show-o22026.05	86.14	—	—	—	—	—	—	—
Show-o22026.05	86.14	89	91.78	89.96	91.81	91.64	—	—
SeFi-Image-2B-Turbo2026.06	86.14	90.36	92.01	90.15	93.6	92.14	—	—
Show-O22026.02	86.1	89	91.8	90	91.9	91.6	—	—
RubricRL2025.11	86.07	83.28	91.88	90.07	94.73	85.2	—	—
Lumina-DiMOO2026.03	86.04	81.46	92.08	88.98	94.31	82	—	—
Lumina-DiMOO2026.05	86.04	81.46	92.08	88.98	94.31	82	—	—
Nextflow2026.02	86	92.4	90.1	90.5	92.7	91.1	—	—
Unified Reward2025.11	85.96	79.94	92.15	90.3	93.93	86.4	—	—
HiDream-I1-Full2025.12	85.89	76.44	90.22	89.48	93.74	91.83	—	—
HiDream-I1-Full2026.02	85.89	76.44	90.22	89.48	93.74	91.83	—	—
HiDream-I1-Full2025.11	85.89	76.44	90.22	89.48	93.74	91.83	—	—
HiDream-I1-Full2026.04	85.89	76.44	90.22	89.48	93.74	91.83	—	—
ThinkGen*2025.12	85.87	90.87	91.36	91.77	91.52	—	—	—
X-Omni2025.11	85.8	83.13	91.83	89.8	93.97	84.3	—	—
GvU2026.03	85.68	85.28	91.38	90.25	93.88	85.2	—	—
EMMA2025.12	85.63	91.24	91.71	90.59	92.23	90.02	—	—
Kelix2026.02	85.5	84.5	91.5	89.2	93	84.4	—	—
CGPO2026.05	85.5	84.2	91.5	88.7	92.9	86.4	—	—
Lumina-DiMOO + LADR2026.03	85.42	84.19	91.47	89.12	94.2	81.2	—	—
Flow-GRPO2026.05	85.4	84.8	91.2	88.3	93.1	86.4	—	—
SeFi-Image-1B-Turbo2026.06	85.34	91.24	91.21	91.56	91.39	89.71	—	—
NextStep-12026.02	85.28	—	—	—	—	—	—	—
HPSv22025.11	85.26	78.72	92.23	87.85	93.73	85.6	—	—
HBridge2026.04	85.23	91.78	91.82	90.23	90.06	88.42	—	—
CAFM2026.04	85.21	89.55	89.83	89.99	91.2	91.88	—	—
InternVL-U2026.03	85.18	90.39	90.78	90.68	90.29	88.77	—	—
InternVL-U2026.05	85.18	90.39	90.78	90.68	90.29	88.77	—	—
InternVL-U2026.05	85.18	90.39	90.78	90.68	90.29	88.77	—	—