Pathological malignancy classification on Polyp-Path (5-fold cross-val)
77.241AccuracyEndoFinder-Raw
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EndoFinder-RawApproach=Retrieval using SSL features2024.07 | 77.241 | 81.239 | 73.748 | 80.445 | |
| VGG19Approach=Supervised classifier2024.07 | 76.55 | 77.954 | 76.259 | 78.848 | |
| Densenet121Approach=Supervised classifier2024.07 | 75.864 | 79.212 | 71.082 | 79.062 | |
| ViT-L16Approach=Supervised classifier2024.07 | 75.862 | 74.286 | 77.362 | 78.34 | |
| Resnet50Approach=Supervised classifier2024.07 | 74.482 | 79.095 | 68.988 | 77.88 | |
| Densenet121Approach=Retrieval using ImageNet features2024.07 | 73.793 | 80.815 | 64.796 | 77.562 | |
| EndoFinder-HashApproach=Retrieval using SSL features2024.07 | 73.793 | 81.916 | 63.922 | 78.213 | |
| ViT-L16Approach=Retrieval using ImageNet features2024.07 | 68.965 | 76.641 | 59.073 | 73.816 | |
| VGG19Approach=Retrieval using ImageNet features2024.07 | 68.275 | 71.203 | 66.32 | 71.719 | |
| ViT-SimCLRApproach=Retrieval using SSL features2024.07 | 67.586 | 70.753 | 62.588 | 71.593 | |
| Resnet50Approach=Retrieval using ImageNet features2024.07 | 66.896 | 78.91 | 53.09 | 73.055 | |
| MAEApproach=Retrieval using SSL features2024.07 | 66.896 | 70.182 | 65.437 | 70.939 |