5-way Few-shot Classification on ChestX
27.86AccuracySRasP
Evaluation Results
| Method | Links | |
|---|---|---|
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 27.86 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 27.33 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 27.25 | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 27.1 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 27.07 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 26.87 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 26.77 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 26.7 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 26.39 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 26.24 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 26.07 | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 25.97 | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 25.48 | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 25.27 | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 25.18 | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 25.08 | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 25.02 | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 24.32 | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 23.47 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 23.4 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 23.39 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 23.23 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 23.23 | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 23.2 | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 23.2 | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 23.18 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 23.12 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 23.11 | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 22.92 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 22.64 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 22.64 | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 22.15 | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 22.11 | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 22.1 | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 22.04 | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 22 | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 21.69 |