5-way Few-shot Classification on Plantae
64.81AccuracyHAP
Evaluation Results
| Method | Links | |
|---|---|---|
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 64.81 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 64.22 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 64.21 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 64.1 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 61.52 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 61.11 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 60.96 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 60.85 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 60.63 | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 60.63 | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 59.55 | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 59.27 | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 58.08 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 55.8 | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 55.67 | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 54.26 | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 53.85 | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 52.69 | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 52.53 | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 52.43 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 41.94 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 41.94 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 41.22 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 41.22 | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 41.16 | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 41.14 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 41.13 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 41.13 | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 40.27 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 40.2 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 40.1 | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 37.6 | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 37.38 | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 36.76 | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 35.95 | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 35.6 | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 34.42 |