Mask-conditioned Image Generation on Multimodal Pathology (Cytology, Fluorescence, Histology) (test)
91.378FID-DINOv2 (Cytology)PathDiff
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PathDiffArchitecture=DM*2026.06 | 91.378 | 244.984 | 100.422 | 145.595 | 0.931 | 0.902 | 0.511 | 0.781 | 0.443 | 0.758 | 0.459 | 0.553 | |
| PathopixGANArchitecture=GAN*2026.06 | 131.039 | 95.62 | 378.107 | 201.589 | 1.002 | 0.105 | 0.846 | 0.651 | 1.091 | 0.079 | 1.25 | 0.807 | |
| ControlNetArchitecture=DM2026.06 | 142.26 | 245.617 | 240.217 | 209.365 | 1.608 | 0.33 | 0.506 | 0.814 | 0.458 | 0.384 | 0.429 | 0.423 | |
| SPADEArchitecture=GAN2026.06 | 230.301 | 168.268 | 334.972 | 244.514 | 1.848 | 0.335 | 1.085 | 1.089 | 1.149 | 0.228 | 1.205 | 0.86 | |
| T2I-AdapterArchitecture=DM2026.06 | 241.484 | 357.923 | 390.93 | 330.112 | 1.404 | 0.469 | 1.251 | 1.041 | 1.289 | 0.921 | 1.463 | 1.224 | |
| NASDMArchitecture=DM*2026.06 | 473.765 | 291.547 | 373.326 | 379.546 | 1.908 | 0.594 | 1.343 | 1.282 | 2.483 | 0.618 | 1.891 | 1.664 | |
| DiffInfiniteArchitecture=DM*2026.06 | 686.285 | 669.875 | 709.358 | 688.506 | 2.63 | 1.267 | 2.445 | 2.114 | 3.114 | 1.949 | 2.256 | 2.44 | |
| ControlARArchitecture=AR2026.06 | 1,062.378 | 1,091.804 | 973.665 | 1,042.616 | 2.261 | 1.381 | 1.777 | 1.806 | 2.726 | 2.889 | 2.457 | 2.691 |