Label-only Image Generation on Multimodal Pathology (test)
128.283FID (DINOv2, Cytology)PathAR
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PathARArchitecture=AR*2026.06 | 128.283 | 167.541 | 95.834 | 130.552 | 1.049 | 0.186 | 0.495 | 0.576 | 0.459 | 0.235 | 0.454 | 0.382 | |
| DiTArchitecture=DM2026.06 | 162.715 | 136.502 | 185.013 | 161.41 | 0.96 | 1.163 | 0.665 | 0.929 | 0.948 | 0.385 | 0.8 | 0.711 | |
| LlamaGenArchitecture=AR2026.06 | 231.841 | 463.199 | 216.107 | 303.716 | 0.946 | 0.347 | 0.858 | 0.717 | 0.576 | 0.61 | 1.001 | 0.729 | |
| VQ-GANArchitecture=GAN2026.06 | 257.017 | 595.675 | 210.404 | 354.365 | 1.114 | 0.568 | 0.447 | 0.71 | 2.644 | 1.665 | 1.059 | 1.79 | |
| Stable DiffusionArchitecture=DM2026.06 | 358.178 | 335.204 | 334.372 | 342.585 | 0.997 | 0.233 | 0.753 | 0.661 | 0.903 | 0.869 | 1.261 | 1.011 | |
| VARArchitecture=AR2026.06 | 424.466 | 399.566 | 495.556 | 439.863 | 1.59 | 0.415 | 1.057 | 1.021 | 1.072 | 1.318 | 1.145 | 1.179 | |
| ImageFolderArchitecture=AR2026.06 | 452.915 | 483.312 | 356.64 | 430.956 | 2.721 | 0.527 | 1.188 | 1.478 | 3.069 | 0.647 | 1.667 | 1.795 | |
| ADAArchitecture=GAN2026.06 | 473.227 | 390.668 | 263.456 | 375.784 | 1.525 | 0.809 | 0.771 | 1.035 | 1.666 | 1.485 | 0.828 | 1.327 | |
| DDPMArchitecture=DM2026.06 | 581.958 | 384.279 | 428.839 | 465.025 | 1.657 | 1.365 | 1.254 | 1.425 | 2.929 | 1.432 | 1.654 | 2.005 |