5-way Few-shot Classification on Crop Diseases
96.9AccuracyHAP
Evaluation Results
| Method | Links | |
|---|---|---|
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 96.9 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 96.8 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 96.79 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 96.51 | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 95.44 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 94.9 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 94.52 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 93.91 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 93.65 | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 93.55 | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 93.14 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 92.33 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 91.25 | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 90.59 | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 89.25 | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 88.06 | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 87.96 | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 87.11 | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 85.69 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 84.04 | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 80.82 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 80.69 | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 80.07 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 77.93 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 77.45 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 76.82 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 75.87 | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 75.41 | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 74.41 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 74.13 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 73.64 | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 72.44 | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 67.61 | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 67.47 | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 66.36 | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 64.48 | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 60.71 |