Local structure completion on TCGA pan-cancer histopathology (test)
37.39FID (full)Dual-LoRA Controllable Diffusion (Ours)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Dual-LoRA Controllable Diffusion (Ours)Condition=Prompt+ Masked input + Centroids2026.03 | 37.39 | 3.08 | 0.48 | 0.1432 | 0.4321 | 50.14 | 15.9 | |
| Dual-LoRA Controllable Diffusion (Ours)Condition=Prompt+Masked input2026.03 | 49.1 | 3.51 | 0.6296 | 0.1524 | 0.4414 | 49.23 | 15.38 | |
| HARP (Diffusion-based)Condition=Masked input2026.03 | 60.27 | 2.19 | 0.4967 | 0.1797 | 0.4664 | 52.47 | 16.29 | |
| Pix2Pix (GAN-based)Condition=Masked input2026.03 | 66.21 | 2.23 | 0.7847 | 0.1538 | 0.4827 | 53.16 | 17.53 |