Text-to-Image Generation on GenEval 553 prompts, 4 samples each (full)
69.59AccuracyTR-CIE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TR-CIENFE=32, Backbone=FUDOKI2026.06 | 69.59 | — | — | — | — | — | — | — | |
| θ-TrapezoidalNFE=32, Backbone=FUDOKI2026.06 | 68.71 | — | — | — | — | — | — | — | |
| Euler τ-leapingNFE=32, Backbone=FUDOKI2026.06 | 68.21 | — | — | — | — | — | — | — | |
| θ-RK2NFE=32, Backbone=FUDOKI2026.06 | 68.15 | — | — | — | — | — | — | — | |
| Tweedie τ-leapingNFE=32, Backbone=FUDOKI2026.06 | 67.6 | — | — | — | — | — | — | — | |
| TR-CIENFE=16, Backbone=FUDOKI2026.06 | 66.08 | — | — | — | — | — | — | — | |
| θ-TrapezoidalNFE=16, Backbone=FUDOKI2026.06 | 65.8 | — | — | — | — | — | — | — | |
| Euler τ-leapingNFE=16, Backbone=FUDOKI2026.06 | 65.31 | — | — | — | — | — | — | — | |
| θ-RK2NFE=16, Backbone=FUDOKI2026.06 | 64.48 | — | — | — | — | — | — | — | |
| TR-CIENFE=8, Backbone=FUDOKI2026.06 | 64.27 | — | — | — | — | — | — | — | |
| Tweedie τ-leapingNFE=16, Backbone=FUDOKI2026.06 | 64.1 | — | — | — | — | — | — | — | |
| Tweedie τ-leapingNFE=8, Backbone=FUDOKI2026.06 | 61.4 | — | — | — | — | — | — | — | |
| Euler τ-leapingNFE=8, Backbone=FUDOKI2026.06 | 60.67 | — | — | — | — | — | — | — | |
| θ-TrapezoidalNFE=8, Backbone=FUDOKI2026.06 | 59.03 | — | — | — | — | — | — | — | |
| θ-RK2NFE=8, Backbone=FUDOKI2026.06 | 58.4 | — | — | — | — | — | — | — | |
| θ-RK2NFE=4, Backbone=FUDOKI2026.06 | 54.32 | — | — | — | — | — | — | — | |
| TR-CIENFE=4, Backbone=FUDOKI2026.06 | 53.05 | — | — | — | — | — | — | — | |
| θ-TrapezoidalNFE=4, Backbone=FUDOKI2026.06 | 52.45 | — | — | — | — | — | — | — | |
| Tweedie τ-leapingNFE=4, Backbone=FUDOKI2026.06 | 44.56 | — | — | — | — | — | — | — | |
| Euler τ-leapingNFE=4, Backbone=FUDOKI2026.06 | 43.85 | — | — | — | — | — | — | — | |
| Emu3-Gen2026.05 | — | 98 | 71 | 34 | 81 | 17 | 21 | 54 | |
| FLUX.1 [Dev]2026.05 | — | 98 | 81 | 74 | 79 | 22 | 45 | 66 | |
| GPT Image 12026.05 | — | 99 | 92 | 85 | 92 | 75 | 61 | 84 | |
| HiDream-I1-Full2026.05 | — | 100 | 98 | 79 | 91 | 60 | 72 | 83 | |
| Janus-Pro-7BParameters=7B2026.05 | — | 99 | 89 | 59 | 90 | 79 | 66 | 80 | |
| JanusFlow2026.05 | — | 97 | 59 | 45 | 83 | 53 | 42 | 63 | |
| Lumina-Image 2.02026.05 | — | — | 87 | 67 | — | — | 62 | 73 | |
| PixArt-α2026.05 | — | 98 | 50 | 44 | 80 | 8 | 7 | 48 | |
| Qwen-Image (official)2026.05 | — | 99 | 92 | 89 | 88 | 76 | 77 | 87 | |
| Qwen-Image (reproduced)2026.05 | — | 99 | 97 | 87 | 89 | 71 | 74 | 86 | |
| Qwen-Image-V2V-Zero: Full-finalBackbone=Qwen-Image-2512, Fine-tuning=none, Weights=entirely frozen2026.05 | — | 100 | 95 | 85 | 89 | 73 | 68 | 85 | |
| SD3 Medium2026.05 | — | 98 | 74 | 63 | 67 | 34 | 36 | 62 | |
| SD3.5 Large2026.05 | — | 98 | 89 | 73 | 83 | 34 | 47 | 71 | |
| Seedream 3.02026.05 | — | 99 | 96 | 91 | 93 | 47 | 80 | 84 | |
| Show-o2026.05 | — | 95 | 52 | 49 | 82 | 11 | 28 | 53 |