Text-to-Image Generation on HPD v1.0 (test)
0.155HPS v3MV-GRPO (VLM)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MV-GRPO (VLM)Reward Model=HPS-v32026.03 | 0.155 | 3.229 | 3.701 | 3.32 | 0.34 | 0.37 | 1.193 | 3.569 | |
| MV-GRPO (LLM)Reward Model=HPS-v32026.03 | 0.153 | 3.232 | 3.692 | 3.313 | 0.336 | 0.373 | 1.176 | 3.557 | |
| MV-GRPO (VLM)Reward Model=HPS-v3 + CLIP2026.03 | 0.152 | 3.268 | 3.72 | 3.396 | 0.342 | 0.393 | 1.268 | 3.671 | |
| TempFlow-GRPOReward Model=HPS-v32026.03 | 0.15 | 3.24 | 3.683 | 3.299 | 0.332 | 0.376 | 1.184 | 3.559 | |
| DiffusionNFTReward Model=HPS-v32026.03 | 0.149 | 3.244 | 3.676 | 3.259 | 0.33 | 0.364 | 1.161 | 3.551 | |
| MV-GRPO (LLM)Reward Model=HPS-v3 + CLIP2026.03 | 0.149 | 3.276 | 3.695 | 3.347 | 0.337 | 0.389 | 1.243 | 3.65 | |
| Flow-GRPOReward Model=HPS-v32026.03 | 0.147 | 3.235 | 3.67 | 3.236 | 0.326 | 0.38 | 1.149 | 3.548 | |
| TempFlow-GRPOReward Model=HPS-v3 + CLIP2026.03 | 0.147 | 3.274 | 3.583 | 3.213 | 0.336 | 0.397 | 1.227 | 3.656 | |
| DiffusionNFTReward Model=HPS-v3 + CLIP2026.03 | 0.147 | 3.255 | 3.632 | 3.264 | 0.337 | 0.389 | 1.231 | 3.63 | |
| DanceGRPOReward Model=HPS-v32026.03 | 0.145 | 3.238 | 3.663 | 3.224 | 0.322 | 0.381 | 1.165 | 3.585 | |
| MV-GRPO (VLM)Reward Model=UnifiedReward-v22026.03 | 0.143 | 3.245 | 3.734 | 3.454 | 0.332 | 0.367 | 1.187 | 3.507 | |
| DanceGRPOReward Model=HPS-v3 + CLIP2026.03 | 0.143 | 3.25 | 3.655 | 3.221 | 0.32 | 0.386 | 1.133 | 3.574 | |
| MV-GRPO (LLM)Reward Model=UnifiedReward-v22026.03 | 0.142 | 3.239 | 3.771 | 3.429 | 0.33 | 0.362 | 1.118 | 3.476 | |
| Flow-GRPOReward Model=HPS-v3 + CLIP2026.03 | 0.141 | 3.258 | 3.637 | 3.233 | 0.322 | 0.391 | 1.165 | 3.627 | |
| TempFlow-GRPOReward Model=UnifiedReward-v22026.03 | 0.14 | 3.243 | 3.687 | 3.331 | 0.318 | 0.374 | 1.14 | 3.433 | |
| DiffusionNFTReward Model=UnifiedReward-v22026.03 | 0.139 | 3.225 | 3.68 | 3.338 | 0.294 | 0.36 | 1.076 | 3.306 | |
| Flux.1-devReward Model=None2026.03 | 0.133 | 3.25 | 3.634 | 3.223 | 0.305 | 0.389 | 1.042 | 3.604 | |
| DanceGRPOReward Model=UnifiedReward-v22026.03 | 0.132 | 3.168 | 3.671 | 3.28 | 0.303 | 0.37 | 1.006 | 3.412 | |
| Flow-GRPOReward Model=UnifiedReward-v22026.03 | 0.129 | 3.176 | 3.668 | 3.268 | 0.297 | 0.373 | 1.003 | 3.429 |