Table 6 Classification evaluation results in fine-tuned model versions pre-trained on the DTDÂ data set and an endoscopic data set using self-supervision
From: Automated classification of polyps using deep learning architectures and few-shot learning
Model | Classification | Acc | Pre | Rec | F1 |
|---|---|---|---|---|---|
DTD | 1-nn | 75.31 (± 9.41) | 75.94 (± 8.63) | 75.31 (± 9.41) | 75.7 (± 9.8) |
|  | centroid | 81.39 (± 8.53) | 82.05 (± 8.61) | 81.39 (± 8.53) | 81.7 (± 8.4) |
|  | SVM | 81.34 (± 8.74) | 81.52 (± 8.39) | 81.34 (± 8.74) | 81.0 (± 8.6) |
self-sv. | 1-nn | 71.59 (± 8.74) | 75.09 (± 8.13) | 71.59 (± 8.74) | 73.3 (± 9.5) |
|  | centroid | 68.88 (± 8.45) | 70.30 (± 8.82) | 68.88 (± 8.45) | 69.6 (± 9.7) |
|  | SVM | 75.04 (± 8.59) | 75.24 (± 8.38) | 75.04 (± 8.59) | 75.1 (± 8.3) |