5-way Few-shot Image Classification on ISIC
56.74AccuracyFLoR
Evaluation Results
| Method | Links | |
|---|---|---|
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 56.74 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 55.9 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 55.43 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 54.09 | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 54.05 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 53.05 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 51.82 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 51.56 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 51.44 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 51.1 | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 49.79 | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 49.06 | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 48.11 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 45.77 | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 44.91 | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 43.94 | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 43.17 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.81 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 38.11 | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.08 | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 38.05 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.01 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 37.92 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 37.63 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 37.63 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 35.76 | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 34.94 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 33.96 | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 33.21 | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 32.02 | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 31.58 |