Skin Lesion Classification on ISIC Symmetric Noise 2019 (Balanced Accuracy)
63.2Balanced AccuracyCo-Teach.
Evaluation results
| Method | Links | |
|---|---|---|
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 63.2 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 61.5 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 59.9 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 59.7 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 59.5 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 59.2 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 59.1 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 58.4 | |
| CEBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Fine-tuned2026.05 | 58.3 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 58 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 56.5 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 56.1 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 56 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 55.7 | |
| ELRBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 55.6 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 54.2 | |
| CEBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 53.9 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 53.6 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Fine-tuned2026.05 | 53.2 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=10%, Evaluation Protocol=Linear Probing2026.05 | 52.3 | |
| CUFITBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 51.9 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 51.4 | |
| Co-Teach.Backbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 50.5 | |
| DivideMixBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 49.7 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 49 | |
| CEBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Fine-tuned2026.05 | 48.8 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=20%, Evaluation Protocol=Linear Probing2026.05 | 47.2 | |
| Lab. Smooth.Backbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 46.3 | |
| SOPBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 46.1 | |
| CEBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Fine-tuned2026.05 | 45.4 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=30%, Evaluation Protocol=Linear Probing2026.05 | 43 | |
| Lin. ProbeBackbone=DINOv2, Noise Rate (eta)=40%, Evaluation Protocol=Linear Probing2026.05 | 40.9 |