Skin Lesion Classification on ISIC Asymmetric Noise 2019
66.3Balanced AccuracyLab. Smooth.
Evaluation results
| Method | Links | |
|---|---|---|
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 66.3 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 64.3 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 64 | |
| CEBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 63.8 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 62 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 61.7 | |
| CEBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 61.2 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 61 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 60.8 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 60 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 59.4 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Linear Probing2026.05 | 58.8 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 58.7 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 58.2 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 57.9 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 57.9 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Linear Probing2026.05 | 57.4 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 56.7 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 56.6 | |
| CEBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 55.9 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 55.8 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 55.4 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 55.1 | |
| CEBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 53.6 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 53.3 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 53 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 52.1 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Linear Probing2026.05 | 51.5 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Linear Probing2026.05 | 48.1 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 46.8 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 39.1 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 35.1 |