DigestPath
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-class Image Classification | DigestPath 2019 (test) | Accuracy94.91 | 32 | |
| Semantic Segmentation | DigestPath (test) | DSC77.47 | 29 | |
| Tile-level Classification | DigestPath | Weighted F1 Score93.5 | 16 | |
| Semantic Segmentation | DigestPath 68 WSIs (val) | DSC82.92 | 14 | |
| Colorectal histopathology segmentation | DigestPath WSI | Accuracy98.73 | 11 | |
| Colorectal histopathology segmentation | DigestPath Patch | Accuracy97.69 | 11 | |
| Histopathology Image Classification | DigestPath | Accuracy84.84 | 10 | |
| Pathological Detection and Segmentation | DigestPath 2019 (test) | DSC80.75 | 10 | |
| WSI-level segmentation | DigestPath | Dice85.1 | 8 | |
| Patch-level Histopathology Classification | DigestPath (5-fold CV) | Macro F1 Score95.82 | 7 | |
| Segmentation | DigestPath (internal held-out) | Dice Score88.8 | 5 | |
| Interactive Segmentation | Digestpath | Number of Clicks @ 85%16.46 | 3 | |
| Patch-Level Classification | DigestPath | Accuracy96.73 | 3 | |
| Semantic Segmentation | DigestPath Sampled lesion patches (val) | DSC87.49 | 3 |
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