Text-to-Image Generation on GenEval (Compositional Attributes)
88.3Overall ScoreAmber-Image-6B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Amber-Image-6BParameters=6B2026.02 | 88.3 | 96.3 | 87.9 | 87.5 | 89.4 | 88 | 81 | — | |
| Amber-Image-10BParameters=10B2026.02 | 88.1 | 96.3 | 84.9 | 90 | 86.2 | 85 | 86 | — | |
| Qwen-Image2025.12 | 87 | 99 | 92 | 89 | 88 | 76 | 77 | — | |
| LongCat-Image2025.12 | 87 | 99 | 98 | 86 | 86 | 75 | 73 | — | |
| ParaUniType=Unified2025.12 | 87 | 99 | 94 | 78 | 91 | 83 | 76 | — | |
| Qwen-Image2026.02 | 87 | 99 | 92 | 89 | 88 | 76 | 77 | — | |
| LongCat-Image2026.02 | 87 | 99 | 98 | 86 | 86 | 75 | 73 | — | |
| CoR-PainterMethod Category=AR-based Method + RL2026.03 | 87 | 100 | 96 | 63 | 93 | 90 | — | 77 | |
| OpenUniType=Unified2025.12 | 86 | 99 | 92 | 76 | 91 | 82 | 77 | — | |
| DraCoModel Type=Unified MLLM, Chain-of-Thought Planning=true2025.12 | 86 | 100 | 99 | 81 | 91 | 70 | — | 76 | |
| Janus-FocusDiff-7BMethod Category=AR-based Method + RL2026.03 | 85 | 99 | 95 | 63 | 93 | 85 | — | 75 | |
| GPT Image 1 [High]2025.12 | 84 | 99 | 92 | 85 | 92 | 75 | 61 | — | |
| Seedream 3.02025.12 | 84 | 99 | 96 | 91 | 93 | 47 | 80 | — | |
| Seedream 4.02025.12 | 84 | 99 | 92 | 72 | 91 | 76 | 74 | — | |
| BLIP3-o 8BModel Type=Unified MLLM, Chain-of-Thought Planning=false2025.12 | 84 | — | — | — | — | — | — | — | |
| Seedream 3.0Version=3.02026.02 | 84 | 99 | 96 | 91 | 93 | 47 | 80 | — | |
| GPT Image 12026.02 | 84 | 99 | 92 | 85 | 92 | 75 | 61 | — | |
| Z-Image2026.02 | 84 | 100 | 94 | 78 | 93 | 62 | 77 | — | |
| Ovis-Image2026.02 | 84 | 100 | 97 | 76 | 86 | 67 | 80 | — | |
| Janus-Pro + SUDERSize=7B2025.05 | 84 | 99 | 89 | 70 | 92 | 82 | — | 71 | |
| HiDream-I1-Full2025.12 | 83 | 100 | 98 | 79 | 91 | 60 | 72 | — | |
| HiDream-I1-FullMode=Full2026.02 | 83 | 100 | 98 | 79 | 91 | 60 | 72 | — | |
| Janus-Pro + OSPOSize=7B2025.05 | 83 | 100 | 90 | 63 | 91 | 83 | — | 72 | |
| BAGELType=Unified2025.12 | 82 | 99 | 94 | 81 | 88 | 64 | 63 | — | |
| BAGEL-ThinkModel Type=Unified MLLM, Chain-of-Thought Planning=true2025.12 | 82 | 99 | 94 | 81 | 88 | 64 | — | 63 | |
| Z-Image-TurboVariant=Turbo2026.02 | 82 | 100 | 95 | 77 | 89 | 65 | 68 | — | |
| BLIP3-o-4BType=Unified2025.12 | 81 | — | — | — | — | — | — | — | |
| Janus-Pro-7B2025.12 | 80 | 99 | 89 | 59 | 90 | 79 | 66 | — | |
| Janus-Pro-7BModel Type=Unified MLLM, Chain-of-Thought Planning=false2025.12 | 80 | 99 | 89 | 59 | 90 | 79 | — | 66 | |
| OmniGen22026.02 | 80 | 100 | 95 | 64 | 88 | 55 | 76 | — | |
| Janus-Pro2026.02 | 80 | 99 | 89 | 59 | 90 | 79 | 66 | — | |
| Janus-Pro-7BMethod Category=AR-based Method2026.03 | 80 | 99 | 89 | 59 | 90 | 79 | — | 66 | |
| Janus-ProSize=7B2025.05 | 80 | 98 | 87 | 57 | 89 | 78 | — | 67 | |
| Janus-Pro + SILMMSize=7B2025.05 | 80 | 98 | 87 | 58 | 90 | 77 | — | 71 | |
| T2I-R1Model Type=Unified MLLM, Chain-of-Thought Planning=true2025.12 | 79 | 99 | 91 | 53 | 91 | 76 | — | 65 | |
| T2I-R1Method Category=AR-based Method + RL2026.03 | 79 | 99 | 91 | 53 | 91 | 76 | — | 65 | |
| PPCL-OPPO-10BParameters=10B2026.02 | 78.4 | 96.8 | 88.5 | 82.2 | 84 | 52.1 | 67 | — | |
| BAGELModel Type=Unified MLLM, Chain-of-Thought Planning=false2025.12 | 78 | 99 | 94 | 81 | 88 | 64 | — | 63 | |
| Janus-Pro + SUDERSize=1B2025.05 | 78 | 99 | 87 | 54 | 90 | 74 | — | 62 | |
| Show-o2Size=7B2025.05 | 76 | 100 | 87 | 58 | 92 | 52 | — | 62 | |
| Janus-Pro + OSPOSize=1B2025.05 | 76 | 99 | 89 | 48 | 92 | 67 | — | 61 | |
| GoT-R1-7BMethod Category=AR-based Method + RL2026.03 | 75 | 99 | 94 | 50 | 90 | 46 | — | 68 | |
| Janus-Pro + SILMMSize=1B2025.05 | 75 | 99 | 86 | 48 | 89 | 70 | — | 62 | |
| SD3-MediumType=Gen. Only2025.12 | 74 | 99 | 94 | 72 | 89 | 33 | 60 | — | |
| MetaQueryType=Unified2025.12 | 74 | — | — | — | — | — | — | — | |
| SD3-MediumModel Type=Generation Only, Chain-of-Thought Planning=false2025.12 | 74 | 99 | 94 | 72 | 89 | 33 | — | 60 | |
| SD3-MediumSize=-2025.05 | 74 | 99 | 94 | 72 | 89 | 33 | — | 60 | |
| Lumina-Image 2.02025.12 | 73 | — | 87 | 67 | — | — | 62 | — | |
| InfinityMethod Category=AR-based Method2026.03 | 73 | — | 85 | — | — | 49 | — | 57 | |
| Janus-ProSize=1B2025.05 | 73 | 99 | 82 | 48 | 89 | 62 | — | 57 | |
| HunyuanImage-3.02025.12 | 72 | 100 | 92 | 48 | 82 | 42 | 63 | — | |
| HunyuanImage-3.0Version=3.02026.02 | 72 | 100 | 92 | 48 | 82 | 42 | 63 | — | |
| SD-3.5-large2025.12 | 71 | 98 | 89 | 73 | 83 | 34 | 47 | — | |
| SD3.5-LargeVariant=Large2026.02 | 71 | 98 | 89 | 73 | 83 | 34 | 47 | — | |
| Show-o+PARMMethod Category=AR-based Method + RL2026.03 | 69 | 97 | 75 | 60 | 83 | 54 | — | 53 | |
| Show-oType=Unified2025.12 | 68 | 95 | 52 | 49 | 82 | 11 | 28 | — | |
| Show-oMethod Category=AR-based Method2026.03 | 68 | 98 | 80 | 66 | 84 | 31 | — | 50 | |
| DALL-E 3Type=Gen. Only2025.12 | 67 | 96 | 87 | 47 | 83 | 43 | 45 | — | |
| DALL-E 3Model Type=Generation Only, Chain-of-Thought Planning=false2025.12 | 67 | 96 | 87 | 47 | 83 | 43 | — | 45 | |
| DALL-E 3Size=-2025.05 | 67 | 96 | 87 | 47 | 83 | 43 | — | 43 | |
| FLUX.1-dev2025.12 | 66 | 98 | 81 | 74 | 79 | 22 | 45 | — | |
| FLUX.1[Dev]Variant=Dev2026.02 | 66 | 98 | 81 | 74 | 79 | 22 | 45 | — | |
| DDT-LLaMAMethod Category=AR-based Method2026.03 | 66 | 99 | 64 | 56 | 87 | 39 | — | 48 | |
| EMU3Method Category=AR-based Method + RL2026.03 | 64 | 99 | 76 | 38 | 85 | 45 | — | 40 | |
| JanusFlow2025.12 | 63 | 97 | 59 | 45 | 83 | 53 | 42 | — | |
| LMFusionType=Unified2025.12 | 63 | — | — | — | — | — | — | — | |
| TokenFlow-XLType=Unified2025.12 | 63 | 95 | 60 | 41 | 81 | 16 | 24 | — | |
| SD-3-Medium2025.12 | 62 | 98 | 74 | 63 | 67 | 34 | 36 | — | |
| SD3 MediumVariant=Medium2026.02 | 62 | 98 | 74 | 63 | 67 | 34 | 36 | — | |
| JanusType=Unified2025.12 | 61 | 97 | 68 | 30 | 84 | 46 | 42 | — | |
| Unitok-MLLMSize=7B2025.05 | 59 | 99 | 75 | 39 | 80 | 21 | — | 41 | |
| SDXLType=Gen. Only2025.12 | 55 | 98 | 74 | 39 | 85 | 15 | 23 | — | |
| SDXLModel Type=Generation Only, Chain-of-Thought Planning=false2025.12 | 55 | 98 | 74 | 39 | 85 | 15 | — | 23 | |
| Show-o+PARMModel Type=Unified MLLM, Chain-of-Thought Planning=true2025.12 | 55 | 98 | 55 | 54 | 83 | 13 | — | 29 | |
| SD-XLMethod Category=Diffusion-based Method2026.03 | 55 | 98 | 74 | 63 | 67 | 34 | — | 36 | |
| SD-XLSize=-2025.05 | 55 | 98 | 74 | 39 | 85 | 15 | — | 15 | |
| Emu32025.12 | 54 | 98 | 71 | 34 | 81 | 17 | 21 | — | |
| Emu3-GenType=Gen. Only2025.12 | 54 | 98 | 71 | 34 | 81 | 17 | 21 | — | |
| Emu3-Gen2026.02 | 54 | 98 | 71 | 34 | 81 | 17 | 21 | — | |
| Show-o2025.12 | 53 | 95 | 52 | 49 | 82 | 11 | 28 | — | |
| Show-oModel Type=Unified MLLM, Chain-of-Thought Planning=false2025.12 | 53 | 95 | 52 | 49 | 82 | 11 | — | 28 | |
| DALL-E 2Type=Gen. Only2025.12 | 52 | 94 | 66 | 49 | 77 | 10 | 19 | — | |
| Emu3Size=8B2025.05 | 52 | 98 | 69 | 33 | 78 | 15 | — | 16 | |
| SEED-XType=Unified2025.12 | 51 | 97 | 58 | 26 | 80 | 19 | 14 | — | |
| SDv2.1Type=Gen. Only2025.12 | 50 | 98 | 51 | 44 | 85 | 7 | 17 | — | |
| PixArt-α2025.12 | 48 | 98 | 50 | 44 | 80 | 8 | 7 | — | |
| PixArt-αType=Gen. Only2025.12 | 48 | 98 | 50 | 44 | 80 | 8 | 7 | — | |
| PixArt-α2026.02 | 48 | 98 | 50 | 44 | 80 | 8 | 7 | — | |
| PixArt-αMethod Category=Diffusion-based Method2026.03 | 48 | 98 | 50 | 44 | 80 | 8 | — | 7 | |
| SDv1.5Type=Gen. Only2025.12 | 43 | 97 | 38 | 35 | 76 | 4 | 6 | — | |
| SD-v1.5Method Category=Diffusion-based Method2026.03 | 43 | 97 | 38 | 35 | 76 | 4 | — | 6 | |
| ChameleonType=Unified2025.12 | 39 | — | — | — | — | — | — | — | |
| LDMType=Gen. Only2025.12 | 37 | 92 | 29 | 23 | 70 | 2 | 5 | — | |
| LlamaGenType=Gen. Only2025.12 | 32 | 71 | 34 | 21 | 58 | 7 | 4 | — | |
| LlamaGenModel Type=Generation Only, Chain-of-Thought Planning=false2025.12 | 32 | 71 | 34 | 21 | 58 | 7 | — | 4 | |
| LlamaGenMethod Category=AR-based Method2026.03 | 32 | 71 | 34 | 21 | 58 | 7 | — | 4 |