List your company
ResearchFormerly WizWand

5-way Few-shot Classification on Crop Diseases

96.9AccuracyHAP
59.262469.033778.80588.5763Aug 23, 2022Mar 26, 2023Oct 27, 2023May 29, 2024Dec 30, 2024Aug 2, 2025Mar 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0396.9
SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0396.8
SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0396.79
StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.0396.51
ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.0395.44
SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0394.9
SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0394.52
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0393.91
StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.0393.65
RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.0393.55
NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.0393.14
FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.0392.33
FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.0391.25
ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.0390.59
Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.0389.25
GNN w/ AFA (Ours)Shot=5-shot2022.0888.06
GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.0387.96
FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.0387.11
TPN w/ AFA (Ours)Shot=5-shot2022.0885.69
FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.0384.04
HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0380.82
StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.0380.69
MN w/ AFA (Ours)Shot=5-shot2022.0880.07
SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0377.93
SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0377.45
SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0376.82
SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0375.87
ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.0375.41
HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0374.41
StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.0374.13
FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.0373.64
TPN w/ AFA (Ours)Shot=1-shot2022.0872.44
GNN w/ AFA (Ours)Shot=1-shot2022.0867.61
ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.0367.47
FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.0366.36
GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.0364.48
MN w/ AFA (Ours)Shot=1-shot2022.0860.71