Nuclei Detection on PanNuke (averaged across three splits)
0.88PrecisionCellViT-SAM-H
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CellViT-SAM-HResolution=0.50 µm/px, Decoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.88 | 0.63 | 0.73 | |
| CellViT256Decoder=CPP-Net, Hyperparameters=CellViT2023.06 | 0.87 | 0.76 | 0.81 | |
| CellViT-SAM-HDecoder=CPP-Net, Hyperparameters=CellViT2023.06 | 0.87 | 0.78 | 0.82 | |
| CPP-Net2026.03 | 0.87 | 0.78 | 0.82 | |
| CellViT-SAM-HDecoder=CPP-Net, Hyperparameters=CPP-Net2023.06 | 0.86 | 0.78 | 0.82 | |
| CellViT256Resolution=0.50 µm/px, Decoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.86 | 0.6 | 0.71 | |
| STARDIST (ResNet50)Decoder=STARDIST, Hyperparameters=CPP-Net, Re-trained=True2023.06 | 0.85 | 0.8 | 0.82 | |
| STARDIST (ResNet50)Decoder=STARDIST, Hyperparameters=CellViT, Re-trained=True2023.06 | 0.85 | 0.79 | 0.82 | |
| CellViT256Decoder=CPP-Net, Hyperparameters=CPP-Net2023.06 | 0.85 | 0.76 | 0.8 | |
| STARDIST2026.03 | 0.85 | 0.8 | 0.82 | |
| TSFD-NetNote=Not evaluated on official three-fold splits2023.06 | 0.84 | 0.87 | 0.85 | |
| CellViT-SAM-LDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.84 | 0.82 | 0.83 | |
| CellViT-SAM-HDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.84 | 0.81 | 0.83 | |
| CellViT256Decoder=STARDIST, Hyperparameters=CPP-Net2023.06 | 0.84 | 0.75 | 0.79 | |
| CellViT-SAM-HDecoder=STARDIST, Hyperparameters=CPP-Net2023.06 | 0.84 | 0.78 | 0.81 | |
| CellViT-SAM-HDecoder=STARDIST, Hyperparameters=CellViT2023.06 | 0.84 | 0.8 | 0.82 | |
| CellViT-HBackbone=SAM-Huge2026.03 | 0.84 | 0.81 | 0.83 | |
| CellViT256 - AugDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.83 | 0.82 | 0.82 | |
| CellViT256Decoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.83 | 0.82 | 0.82 | |
| CellViT-SAM-BDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.83 | 0.82 | 0.83 | |
| CellViT256Decoder=STARDIST, Hyperparameters=CellViT2023.06 | 0.83 | 0.79 | 0.81 | |
| Hover-Net2021.11 | 0.82 | 0.79 | 0.8 | |
| HoVer-Net2023.06 | 0.82 | 0.79 | 0.8 | |
| CellViT256 - No-FCDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.82 | 0.83 | 0.82 | |
| HoVer-Net2026.03 | 0.82 | 0.79 | 0.8 | |
| Ours-HBackbone=SAM-Huge2026.03 | 0.82 | 0.84 | 0.83 | |
| PointNu-Net2021.11 | 0.81 | 0.81 | 0.81 | |
| PointNu-Net2026.03 | 0.81 | 0.81 | 0.81 | |
| CellViT256 - RawDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.8 | 0.77 | 0.78 | |
| CellViT256 - OverDecoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.79 | 0.78 | 0.78 | |
| CellViT-RandomPre-training=None, Decoder=HoVer-Net, Hyperparameters=CellViT2023.06 | 0.79 | 0.81 | 0.8 | |
| Micro-Net2021.11 | 0.78 | 0.82 | 0.8 | |
| Micro-Net2023.06 | 0.78 | 0.82 | 0.8 | |
| Micro-Net2026.03 | 0.78 | 0.82 | 0.8 | |
| M-RCNN2021.11 | 0.76 | 0.68 | 0.72 | |
| Mask-RCNN2023.06 | 0.76 | 0.68 | 0.72 | |
| Mask-RCNN2026.03 | 0.76 | 0.68 | 0.72 | |
| DIST2021.11 | 0.74 | 0.71 | 0.73 | |
| DIST2023.06 | 0.74 | 0.71 | 0.73 | |
| DIST2026.03 | 0.74 | 0.71 | 0.73 |