Image Generation on GenEval (test)
91GenEval ScoreQwen-Image
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen-Image2026.02 | 91 | — | — | — | — | — | — | — | — | — | — | — | |
| ERNIE 5.0tuning=instruction-tuned2026.02 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | |
| Nano Banana Pro2026.02 | 89 | — | — | — | — | — | — | — | — | — | — | — | |
| ERNIE 5.0-Basetuning=pre-trained/base2026.02 | 88.4 | — | — | — | — | — | — | — | — | — | — | — | |
| Seedream 4.02026.02 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | |
| GPT-Image2026.02 | 84 | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.1-devLLM-rewritten prompts=true2025.09 | 82 | 98 | — | 75 | 93 | — | 68 | — | — | — | 93 | 65 | |
| EditVerse2025.09 | 82 | 99 | — | 81 | 82 | — | 68 | — | — | — | 95 | 64 | |
| Full 50Sampling steps=50, Acceleration method type=Full Model2026.02 | 78 | 99 | 90 | 81 | 85 | 59 | 54 | 85 | 1 | 36.2 | — | — | |
| FastFlow-50Sampling steps=50, Acceleration method type=Ours (FastFlow)2026.02 | 78 | 99 | 91 | 80 | 86 | 63 | 51 | 83 | 2.65 | 13.7 | — | — | |
| Full GenerationBase Model=BAGEL, Sampling Steps=502026.02 | 78 | — | — | — | — | — | — | 84 | 1 | — | — | — | |
| FlowCastBase Model=BAGEL, Speculative Steps=502026.02 | 78 | — | — | — | — | — | — | 83 | 2.5 | — | — | — | |
| Full 25Sampling steps=25, Acceleration method type=Full Model2026.02 | 77 | 99 | 91 | 78 | 84 | 62 | 51 | 82 | 2 | 19.5 | — | — | |
| FastFlow-25Sampling steps=25, Acceleration method type=Ours (FastFlow)2026.02 | 77 | 99 | 91 | 76 | 84 | 59 | 50 | 80 | 4.54 | 8.6 | — | — | |
| Full GenerationBase Model=BAGEL, Sampling Steps=252026.02 | 77 | — | — | — | — | — | — | 82 | 2 | — | — | — | |
| FlowCastBase Model=BAGEL, Speculative Steps=252026.02 | 77 | — | — | — | — | — | — | 82 | 4.1 | — | — | — | |
| ScalingARBase Model=Janus-Pro-1B2025.09 | 77 | — | — | — | — | — | 69 | — | — | — | 87 | 61 | |
| TeacacheAcceleration method type=Static Speedup Methods2026.02 | 76 | 99 | 89 | 78 | 83 | 58 | 52 | 80 | 1.85 | 20.6 | — | — | |
| TeaCacheBase Model=BAGEL2026.02 | 75 | — | — | — | — | — | — | 80 | 1.8 | — | — | — | |
| Full 10Sampling steps=10, Acceleration method type=Full Model2026.02 | 74 | 99 | 88 | 68 | 84 | 56 | 48 | 75 | 5 | 7.3 | — | — | |
| SD3-Medium2025.09 | 74 | 99 | — | 72 | 89 | — | 33 | — | — | — | 94 | 60 | |
| Full GenerationBase Model=BAGEL, Sampling Steps=102026.02 | 73 | — | — | — | — | — | — | 75 | 5 | — | — | — | |
| FlowCastBase Model=BAGEL, Speculative Steps=102026.02 | 73 | — | — | — | — | — | — | 74 | 7.8 | — | — | — | |
| InfinityLLM-rewritten prompts=true2025.09 | 73 | — | — | — | — | — | 49 | — | — | — | 85 | 57 | |
| Janus-ProBase Model=Janus-Pro-1B2025.09 | 73 | — | — | — | — | — | 65 | — | — | — | 82 | 56 | |
| FastFlow-10Sampling steps=10, Acceleration method type=Ours (FastFlow)2026.02 | 72 | 98 | 84 | 65 | 84 | 54 | 47 | 73 | 7.14 | 5.5 | — | — | |
| DALL-E 32025.09 | 67 | 96 | — | 47 | 83 | — | 43 | — | — | — | 87 | 45 | |
| ScalingARBase Model=SimpleAR-1.5B2025.09 | 67 | — | — | — | — | — | 36 | — | — | — | 93 | 51 | |
| Full GenerationBase Model=FLUX, Sampling Steps=502026.02 | 65 | — | — | — | — | — | — | 83 | 1 | — | — | — | |
| FlowCastBase Model=FLUX, Speculative Steps=502026.02 | 65 | — | — | — | — | — | — | 83 | 2.4 | — | — | — | |
| Full GenerationBase Model=FLUX, Sampling Steps=252026.02 | 64 | — | — | — | — | — | — | 80 | 2 | — | — | — | |
| TeaCacheBase Model=FLUX2026.02 | 64 | — | — | — | — | — | — | 81 | 1.84 | — | — | — | |
| FlowCastBase Model=FLUX, Speculative Steps=252026.02 | 64 | — | — | — | — | — | — | 80 | 4.2 | — | — | — | |
| SimpleARBase Model=SimpleAR-1.5B2025.09 | 63 | — | — | — | — | — | 28 | — | — | — | 90 | 45 | |
| PerFlowAcceleration method type=Static Speedup Methods2026.02 | 58 | 99 | 79 | 44 | 85 | 25 | 15 | 80 | 5 | 8.2 | — | — | |
| PerFlowBase Model=BAGEL2026.02 | 58 | — | — | — | — | — | — | 79 | 5 | — | — | — | |
| Full GenerationBase Model=BAGEL, Sampling Steps=52026.02 | 57 | — | — | — | — | — | — | 40 | 10 | — | — | — | |
| FlowCastBase Model=BAGEL, Speculative Steps=52026.02 | 57 | — | — | — | — | — | — | 38 | 13 | — | — | — | |
| Full GenerationBase Model=FLUX, Sampling Steps=102026.02 | 57 | — | — | — | — | — | — | 59 | 5 | — | — | — | |
| FlowCastBase Model=FLUX, Speculative Steps=102026.02 | 57 | — | — | — | — | — | — | 60 | 7.6 | — | — | — | |
| SDXL2025.09 | 55 | 98 | — | 39 | 85 | — | 15 | — | — | — | 74 | 23 | |
| Emu3-Gen2025.09 | 54 | 98 | — | 34 | 81 | — | 17 | — | — | — | 71 | 21 | |
| DALL-E 22025.09 | 52 | 94 | — | 49 | 77 | — | 10 | — | — | — | 66 | 19 | |
| SDv2.12025.09 | 50 | 98 | — | 44 | 85 | — | 7 | — | — | — | 51 | 17 | |
| PixArt-Alpha2025.09 | 48 | 98 | — | 44 | 80 | — | 8 | — | — | — | 50 | 7 | |
| Full GenerationBase Model=FLUX, Sampling Steps=52026.02 | 44 | — | — | — | — | — | — | 43 | 10 | — | — | — | |
| FlowCastBase Model=FLUX, Speculative Steps=52026.02 | 43 | — | — | — | — | — | — | 45 | 12.8 | — | — | — | |
| SDv1.52025.09 | 43 | 97 | — | 35 | 76 | — | 4 | — | — | — | 38 | 6 | |
| LDM2025.09 | 37 | 92 | — | 23 | 70 | — | 2 | — | — | — | 29 | 5 | |
| InstaFlowAcceleration method type=Static Speedup Methods2026.02 | 33 | 86 | 20 | 21 | 66 | 4 | 2 | 74 | 50 | 1.5 | — | — | |
| InstaFlowBase Model=BAGEL2026.02 | 33 | — | — | — | — | — | — | 70 | 50 | — | — | — | |
| LlamaGen2025.09 | 32 | 71 | — | 21 | 58 | — | 7 | — | — | — | 34 | 4 |