Skin Lesion Classification on PAD-UFES-20 v1 (test)
88AccuracyCT-pretrain + GT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CT-pretrain + GTStrategy=Contrastive pre-training + Guided-tuning2026.02 | 88 | 84 | 83 | 85 | |
| Guided-tuning (GT)Strategy=Guided-tuning2026.02 | 83 | 82 | 81 | 83 | |
| Naive + CT-pretrainStrategy=Contrastive pre-training2026.02 | 76 | 72 | 71 | 73 | |
| Naive + FT + random augmentStrategy=Fine-tuning, Augmentation=random augment2026.02 | 72 | 71 | 71 | 72 | |
| Naive + Fine-tuning (FT)Strategy=Fine-tuning2026.02 | 71 | 64 | 60 | 69 | |
| Pacheco et. al. [5]Modality=only image2026.02 | 69 | 70 | 73 | 69 | |
| Naive (backprop)Strategy=backprop2026.02 | 35 | 38 | 38 | 39 |