Compositional Text-to-Image Generation on T2I-CompBench++ (test)
85.08ColorMILR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MILR2026.02 | 85.08 | 51.17 | 69.49 | 46.13 | 38.08 | 30.78 | 60.21 | 36.84 | — | |
| OP-GRPOBackbone=SD3.5-M, Checkpoint=Best2026.04 | 84.5 | 61.4 | — | 55 | 46.1 | 31.9 | 68.2 | — | 57.9 | |
| LatentMorph2026.02 | 84.04 | 69.46 | 79.89 | 50.93 | 47 | 39.56 | 62.33 | 63.6 | — | |
| Flow-GRPOBackbone=SD3.5-M, Checkpoint=Best2026.04 | 83.8 | 61.3 | — | 54.5 | 44.7 | 32 | 67.5 | — | 57.3 | |
| TwiG-RLLearning Strategy=Reinforcement Learning2026.02 | 82.49 | 61.28 | 73.19 | 34.06 | 38.87 | 31.99 | 61.93 | 54.45 | — | |
| OP-GRPOBackbone=SD3.5-M, Checkpoint=Intermediate2026.04 | 82.4 | 60.3 | — | 49.8 | 43.7 | 31.8 | 66 | — | 56.7 | |
| T2I-R12026.02 | 81.3 | 58.52 | 72.41 | 33.78 | 34.23 | 30.9 | 45.32 | 39.93 | — | |
| SD3.5-MCheckpoint=Base Model2026.04 | 79.6 | 56.9 | — | 28.3 | 37.6 | 31.2 | 59.5 | — | 48.9 | |
| Flow-GRPOBackbone=SD3.5-M, Checkpoint=Intermediate2026.04 | 76.9 | 57.8 | — | 41.2 | 40.5 | 31.2 | 64.4 | — | 52 | |
| FLUX.1 DevCheckpoint=Base Model2026.04 | 73.8 | 57.4 | — | 28.9 | 39.1 | 31.5 | 62.1 | — | 48.8 | |
| TwiG-ZSLearning Strategy=Zero-shot2026.02 | 73.11 | 41.55 | 64.77 | 21.98 | 33.68 | 30.9 | 36.58 | 48.16 | — | |
| TIR2026.02 | 68.92 | 49.12 | 60.1 | 21.77 | 35.48 | 31.21 | 41.2 | 40.12 | — | |
| Self-CoT2026.02 | 68.19 | 37.89 | 54.1 | 21.9 | 34.09 | 30 | 39.89 | 44.01 | — | |
| GRPO2026.02 | 67.9 | 36.31 | 52.13 | 23.01 | 31.78 | 31.29 | 42.01 | 39.04 | — | |
| T2I-Copilot2026.02 | 67.42 | 47.82 | 61.34 | 22.12 | 34.02 | 30.41 | 43.44 | 41.85 | — | |
| SFT2026.02 | 64.23 | 34.56 | 49.46 | 20.98 | 32.9 | 31.55 | 41.09 | 35.8 | — | |
| Vanilla2026.02 | 63.59 | 35.28 | 49.36 | 20.61 | 32.94 | 30.85 | 41.52 | 35.59 | — |