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ResearchFormerly WizWand

5-way Few-shot Classification on Plantae

64.81AccuracyHAP
33.204441.409749.61557.8203Aug 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-shot2026.0364.81
SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0364.22
SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0364.21
StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.0364.1
StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.0361.52
FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.0361.11
SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0360.96
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0360.85
SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0360.63
RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.0360.63
NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.0359.55
Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.0359.27
ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.0358.08
FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.0355.8
TPN w/ AFA (Ours)Shot=5-shot2022.0855.67
GNN w/ AFA (Ours)Shot=5-shot2022.0854.26
FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.0353.85
ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.0352.69
GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.0352.53
MN w/ AFA (Ours)Shot=5-shot2022.0852.43
SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0341.94
SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0341.94
SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0341.22
SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0341.22
HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0341.16
HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0341.14
StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.0341.13
StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.0341.13
TPN w/ AFA (Ours)Shot=1-shot2022.0840.27
FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.0340.2
FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.0340.1
MN w/ AFA (Ours)Shot=1-shot2022.0837.6
ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.0337.38
GNN w/ AFA (Ours)Shot=1-shot2022.0836.76
FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.0335.95
GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.0335.6
ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.0334.42