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Overview of the used frameworks for the demonstrated tasks
| Task | Dimension | Framework | Backbone |
|---|---|---|---|
| Label-free | 2D/3D | FCN, Pix2pix, CycleGAN | fnet, UNet, AttentionUnet, SwinUNETR, … |
| Semantic segmentation | 2D/3D | FCN, CycleGAN | AttentionUnet, DynUnet, UNet3D |
| Instance segmentation | 2D/3D | EmbedSeg | BranchedERFNet_2d, UNet3D |
| Synthetic | 2D/3D | Pix2pix | AttentionUnet, fnet |
| Denoising | 3D | FCN | UNet |
| Modality transformation | 3D | FCN | UNet3D |
| Staining transformation | 2D | Pix2pix | predefined_unet |
