Text-to-Image Generation on DPG-Bench (Compositional Metrics)
88.63Overall ScoreSeedream 4.5
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Seedream 4.52026.03 | 88.63 | 89.24 | 94.3 | 92.14 | 92.23 | 93.83 | — | — | |
| Seedream 4.5# Params=-2026.05 | 88.63 | 89.24 | 94.3 | 92.14 | 92.23 | 93.83 | — | — | |
| Qwen-ImageDate=2025.08, Model Category=LLM & Diffusion Conjunction, Model Size=27B2026.02 | 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-ImageModel Category=Diffusion Models2026.02 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-Image#Params=20B2026.03 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-ImageParameters=20B2025.11 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-Image#Params=20B, Steps=502026.04 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-ImageSize=20B2026.04 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-ImageType=Gen. Only, # Params.=20B2026.05 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-Image# Params=20B2026.05 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| Qwen-ImageParams.=20B, Model Type=Generation-only2026.05 | 88.32 | 91.32 | 91.56 | 92.02 | 94.31 | 92.73 | — | — | |
| BitDanceModel Category=Autoregressive Models2026.02 | 88.28 | 89.53 | 93.76 | 92.47 | 91.81 | 90.26 | — | — | |
| Seedream 3.0Model Category=Proprietary Models2026.02 | 88.27 | 94.31 | 92.65 | 91.36 | 92.78 | 88.24 | — | — | |
| Seedream 3.0Parameters=-2025.11 | 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 3.0Size=-2026.04 | 88.27 | 94.31 | 92.65 | 91.36 | 92.78 | 88.24 | — | — | |
| Z-ImageModel Category=Diffusion Models2026.02 | 88.14 | 93.39 | 91.22 | 93.16 | 92.22 | 91.52 | — | — | |
| Z-Image#Params=6B2026.03 | 88.14 | 93.39 | 91.22 | 93.16 | 92.22 | 91.52 | — | — | |
| SenseNova-U1# Params=8BA3B2026.05 | 88.14 | 94.19 | 92.05 | 91.05 | 93.22 | 93.44 | — | — | |
| Z-Image# Params=6B2026.05 | 88.14 | 93.39 | 91.22 | 93.16 | 92.22 | 91.52 | — | — | |
| JoyAI-Image# Params=16B2026.05 | 88.05 | — | — | — | — | — | — | — | |
| SenseNova-U1# Params=8B2026.05 | 87.78 | 88.74 | 90.9 | 92.43 | 92.43 | 92.5 | — | — | |
| X-OmniDate=2025.07, Model Category=Unified Multimodal LLMs, Tokenization Strategy=Discrete Tokenization, Model Size=7B2026.02 | 87.7 | 84.8 | 92.6 | 90.6 | 94.8 | 84.2 | — | — | |
| X-OmniModel Type=Unified Models2025.12 | 87.65 | 84.8 | 92.59 | 90.63 | 94.75 | 84.2 | — | — | |
| X-Omni# Params=12B2026.05 | 87.65 | — | — | — | — | — | — | — | |
| SeFi-Image-5BParameters=5B2026.06 | 87.45 | 93.06 | 92.46 | 91.75 | 92.56 | 90.73 | — | — | |
| STAR-7BModel Parameters=7B2025.12 | 87.44 | 94.97 | 92.91 | 91.62 | 94.3 | 83.82 | — | — | |
| SeFi-Image-2BParameters=2B2026.06 | 87.31 | 89.44 | 91.81 | 92.02 | 93.04 | 92.13 | — | — | |
| STAR-3BModel Parameters=3B2025.12 | 87.3 | 93 | 90.49 | 91.71 | 90.72 | 92.75 | — | — | |
| Lumina-Image 2.0# Params=2.6B2025.03 | 87.2 | — | 91.97 | 90.2 | 94.85 | — | — | — | |
| Lumina-Image-2.0Model Category=Diffusion Models2026.02 | 87.2 | — | 91.97 | 90.2 | 94.85 | — | — | — | |
| Lumina-Image 2.0Parameters=2.6B2025.11 | 87.2 | — | 91.97 | 90.2 | 94.85 | — | — | — | |
| Lumina-Image 2.0#Params=2.6B, Steps=502026.04 | 87.2 | — | 91.97 | 90.2 | 94.85 | — | — | — | |
| SeFi-Image-1BParameters=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-Pro# Params=-2026.05 | 87.16 | 91 | 92.85 | 91.56 | 92.39 | 89.93 | — | — | |
| LLaDA-o# Params=8B MoT, Model Category=Unified2026.03 | 87.04 | 92.91 | 93.3 | 90.4 | 91.75 | 92.79 | — | — | |
| MoS-Image-LParameters=5B2025.11 | 87.01 | 91.74 | 90.59 | 91.29 | 93.3 | 91.69 | — | — | |
| TUNADate=2025.12, Model Category=Unified Multimodal LLMs, Tokenization Strategy=Continuous Tokenization, Model Size=7B2026.02 | 86.8 | 90.42 | 91.58 | 90.94 | 91.87 | 90.73 | — | — | |
| LongCat-ImageSize=6B2026.04 | 86.8 | 89.1 | 92.54 | 92 | 93.28 | 87.5 | — | — | |
| TunaSize=7B2026.04 | 86.76 | 90.42 | 91.68 | 90.94 | 91.87 | 90.73 | — | — | |
| TUNAType=Native Unified, # Params.=7B2026.05 | 86.76 | 90.42 | 91.68 | 90.94 | 91.87 | 90.73 | — | — | |
| Tuna# Params=7B2026.05 | 86.76 | 90.42 | 91.68 | 90.94 | 91.87 | 90.73 | — | — | |
| TUNAParams.=7B, Model Type=Unified2026.05 | 86.76 | 90.42 | 91.68 | 90.94 | 91.87 | 90.73 | — | — | |
| NEO-unify# Params=8B2026.05 | 86.71 | 91 | 91.53 | 92.06 | 94.14 | 90.43 | — | — | |
| VQ-RAEDate=2025.11, Model Category=Unified Multimodal LLMs, Tokenization Strategy=Hybrid Tokenization, Model Size=7B2026.02 | 86.6 | 89.8 | 93.1 | 89.9 | 90.3 | 91.2 | — | — | |
| Infinity-8BBackbone=Infinity-8B, #Speed=1.00 ×, #Latency=1.51s, #Param=8.0B2026.02 | 86.6 | 85.1 | — | — | 94.5 | — | — | — | |
| Tuna-2Size=7B2026.04 | 86.54 | 89.5 | 91.4 | 92.07 | 91.91 | 88.81 | — | — | |
| Tuna-2# Params=7B2026.05 | 86.54 | 89.5 | 91.4 | 92.07 | 91.91 | 88.81 | — | — | |
| NEO-unify# Params=2B2026.05 | 86.54 | 89.49 | 92.87 | 91.26 | 92.29 | 92.13 | — | — | |
| TUNA-2Params.=7B, Model Type=Unified2026.05 | 86.54 | 89.5 | 91.4 | 92.07 | 91.91 | 88.81 | — | — | |
| NOVABackbone=Infinity-8B, #Speed=1.33 ×, #Latency=0.75s, #Param=8.0B2026.02 | 86.53 | 84.27 | — | — | 93.61 | — | — | — | |
| FastVARBackbone=Infinity-8B, #Speed=1.26 ×, #Latency=0.79s, #Param=8.0B2026.02 | 86.46 | 84.8 | — | — | 92.3 | — | — | — | |
| SeFi-Image-5B-TurboParameters=5B, Variant=Turbo2026.06 | 86.45 | 85.85 | 91.27 | 92.42 | 90.88 | 91.61 | — | — | |
| Infinity-8BBackbone=Infinity-8B, Latency(s)=1.65, Speedup=1.00×2026.05 | 86.44 | 92.14 | 89.74 | — | 92.08 | — | — | — | |
| SkipVARBackbone=Infinity-8B, #Speed=1.22 ×, #Latency=0.82s, #Param=8.0B2026.02 | 86.4 | 83.91 | — | — | 90.52 | — | — | — | |
| ILLUME-XNumber of Parameters (B)=7+72026.06 | 86.38 | 90.28 | 91.8 | 94.08 | 82.37 | 88 | — | — | |
| Tuna-RSize=7B2026.04 | 86.35 | 86 | 91.8 | 91.03 | 93.48 | 84.89 | — | — | |
| LD-PruningBackbone=Infinity-8B, Latency(s)=0.70, Speedup=2.35×2026.05 | 86.34 | 91.56 | 89.61 | — | 94.45 | — | — | — | |
| MoS-Image-SParameters=3B2025.11 | 86.33 | 89.29 | 92.17 | 92.09 | 89.38 | 90.18 | — | — | |
| FastVARBackbone=Infinity-8B, Latency(s)=0.92, Speedup=1.79×2026.05 | 86.33 | 87.3 | 91.46 | — | 91.11 | — | — | — | |
| UniReasonerdiffusion generator=SANA2026.05 | 86.3 | 92.46 | 90.56 | 91.11 | 90.65 | 89.84 | — | — | |
| SkipVARBackbone=Infinity-8B, Latency(s)=0.97, Speedup=1.71×2026.05 | 86.29 | 92.64 | 90.59 | — | 90.09 | — | — | — | |
| GPT-4oModel Type=Unified Models2025.12 | 86.23 | 82.27 | 91.27 | 87.67 | 93.85 | 88.71 | — | — | |
| RubricRLBackbone=Qwen-Image (4B), Training=RL2025.11 | 86.23 | 82.37 | 92.63 | 89.88 | 94.82 | 82.8 | — | — | |
| Show-o2Model Type=Unified Models2025.12 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| Show-o2# Params=7B, Model Category=Unified2026.03 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| Show-o2-7BParameters=7B2025.11 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| Show-o2Size=7B2026.04 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| Show-o2Type=Native Unified, # Params.=7B2026.05 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| Show-o2# Params=7B2026.05 | 86.14 | — | — | — | — | — | — | — | |
| Show-o2Params.=7B, Model Type=Unified2026.05 | 86.14 | 89 | 91.78 | 89.96 | 91.81 | 91.64 | — | — | |
| SeFi-Image-2B-TurboParameters=2B, Variant=Turbo2026.06 | 86.14 | 90.36 | 92.01 | 90.15 | 93.6 | 92.14 | — | — | |
| Show-O2Date=2025.06, Model Category=Unified Multimodal LLMs, Tokenization Strategy=Discrete Tokenization, Model Size=7B2026.02 | 86.1 | 89 | 91.8 | 90 | 91.9 | 91.6 | — | — | |
| RubricRLAR backbone=Phi3 (3.8B)2025.11 | 86.07 | 83.28 | 91.88 | 90.07 | 94.73 | 85.2 | — | — | |
| Lumina-DiMOO# Params=8B, Model Category=Unified2026.03 | 86.04 | 81.46 | 92.08 | 88.98 | 94.31 | 82 | — | — | |
| Lumina-DiMOO# Params=8B2026.05 | 86.04 | 81.46 | 92.08 | 88.98 | 94.31 | 82 | — | — | |
| NextflowDate=2026.01, Model Category=Unified Multimodal LLMs, Tokenization Strategy=Discrete Tokenization, Model Size=7B2026.02 | 86 | 92.4 | 90.1 | 90.5 | 92.7 | 91.1 | — | — | |
| Unified RewardBackbone=Qwen-Image (4B), Training=RL2025.11 | 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-FullModel Category=Diffusion Models2026.02 | 85.89 | 76.44 | 90.22 | 89.48 | 93.74 | 91.83 | — | — | |
| HiDream-I1-FullParameters=17B2025.11 | 85.89 | 76.44 | 90.22 | 89.48 | 93.74 | 91.83 | — | — | |
| HiDream-I1-Full#Params=3B, Steps=502026.04 | 85.89 | 76.44 | 90.22 | 89.48 | 93.74 | 91.83 | — | — | |
| ThinkGen*Model Category=Und. and Gen., CoT reasoning=true2025.12 | 85.87 | 90.87 | 91.36 | 91.77 | 91.52 | — | — | — | |
| X-OmniBackbone=Qwen-Image (4B), Training=RL2025.11 | 85.8 | 83.13 | 91.83 | 89.8 | 93.97 | 84.3 | — | — | |
| GvUModel Type=Generation& Understanding2026.03 | 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 | — | — | |
| KelixModel Category=Unified Multimodal LLMs, Tokenization Strategy=Discrete Tokenization, Model Size=8B2026.02 | 85.5 | 84.5 | 91.5 | 89.2 | 93 | 84.4 | — | — | |
| CGPOtraining_dataset=GenEval-generated2026.05 | 85.5 | 84.2 | 91.5 | 88.7 | 92.9 | 86.4 | — | — | |
| Lumina-DiMOO + LADRAvg. t (s)=14.522026.03 | 85.42 | 84.19 | 91.47 | 89.12 | 94.2 | 81.2 | — | — | |
| Flow-GRPOtraining_dataset=GenEval-generated2026.05 | 85.4 | 84.8 | 91.2 | 88.3 | 93.1 | 86.4 | — | — | |
| SeFi-Image-1B-TurboParameters=1B, Variant=Turbo2026.06 | 85.34 | 91.24 | 91.21 | 91.56 | 91.39 | 89.71 | — | — | |
| NextStep-1Model Category=Autoregressive Models2026.02 | 85.28 | — | — | — | — | — | — | — | |
| HPSv2Backbone=Qwen-Image (4B), Training=RL2025.11 | 85.26 | 78.72 | 92.23 | 87.85 | 93.73 | 85.6 | — | — | |
| HBridgeSize=7B2026.04 | 85.23 | 91.78 | 91.82 | 90.23 | 90.06 | 88.42 | — | — | |
| CAFMCFG=Yes, Resolution=512px2026.04 | 85.21 | 89.55 | 89.83 | 89.99 | 91.2 | 91.88 | — | — | |
| InternVL-U#Params=2B+1.7B2026.03 | 85.18 | 90.39 | 90.78 | 90.68 | 90.29 | 88.77 | — | — | |
| InternVL-U# Params=1.7B2026.05 | 85.18 | 90.39 | 90.78 | 90.68 | 90.29 | 88.77 | — | — | |
| InternVL-UParams.=1.7B, Model Type=Unified2026.05 | 85.18 | 90.39 | 90.78 | 90.68 | 90.29 | 88.77 | — | — |