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ResearchFormerly WizWand

5-way Few-shot Classification on ChestX

27.86AccuracySRasP
21.443223.109124.77526.4409Aug 23, 2022Mar 26, 2023Oct 27, 2023May 29, 2024Dec 30, 2024Aug 2, 2025Mar 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0327.86
SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0327.33
SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0327.25
NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.0327.1
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0327.07
SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0326.87
FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.0326.77
FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.0326.7
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0326.39
StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.0326.24
StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.0326.07
Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.0325.97
RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.0325.48
GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.0325.27
FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.0325.18
ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.0325.08
GNN w/ AFA (Ours)Shot=5-shot2022.0825.02
ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.0324.32
TPN w/ AFA (Ours)Shot=5-shot2022.0823.47
SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0323.4
SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0323.39
SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0323.23
SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0323.23
HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0323.2
HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0323.2
MN w/ AFA (Ours)Shot=5-shot2022.0823.18
FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.0323.12
FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.0323.11
GNN w/ AFA (Ours)Shot=1-shot2022.0822.92
StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.0322.64
StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.0322.64
ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.0322.15
MN w/ AFA (Ours)Shot=1-shot2022.0822.11
ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.0322.1
FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.0322.04
GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.0322
TPN w/ AFA (Ours)Shot=1-shot2022.0821.69