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ResearchFormerly WizWand

5-way Few-shot Classification on CUB

93.5AccuracyHMDRN
33.585649.140364.69580.2497Aug 23, 2022Mar 26, 2023Oct 27, 2023May 29, 2024Dec 30, 2024Aug 2, 2025Mar 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
HMDRNN-shot=5-shot, Backbone=Conv-42025.0693.5——
BiFRNN-shot=5-shot, Backbone=Conv-42025.0692.22——
C2-NetN-shot=5-shot, Backbone=Conv-42025.0691.31——
FRN+TDMN-shot=5-shot, Backbone=Conv-42025.0690.33——
FRNN-shot=5-shot, Backbone=Conv-42025.0689.39——
SRNetN-shot=5-shot, Backbone=Conv-42025.0686.42——
CTXN-shot=5-shot, Backbone=Conv-42025.0686.23——
ProtoNetN-shot=5-shot, Backbone=Conv-42025.0685.74——
BSNet(D&C)N-shot=5-shot, Backbone=Conv-42025.0685.39——
DSNN-shot=5-shot, Backbone=Conv-42025.0684.62——
DN4N-shot=5-shot, Backbone=Conv-42025.0684.41——
DLGN-shot=5-shot, Backbone=Conv-42025.0683.31——
PARNN-shot=5-shot, Backbone=Conv-42025.0683.11——
HMDRNN-shot=1-shot, Backbone=Conv-42025.0682.55——
VFDN-shot=5-shot, Backbone=Conv-42025.0682.42——
C2-NetN-shot=1-shot, Backbone=Conv-42025.0681——
DeepEMDN-shot=5-shot, Backbone=Conv-42025.0680.55——
MattMLN-shot=5-shot, Backbone=Conv-42025.0680.34——
BiFRNN-shot=1-shot, Backbone=Conv-42025.0679.08——
SAMLN-shot=5-shot, Backbone=Conv-42025.0678.47——
RelationN-shot=5-shot, Backbone=Conv-42025.0677.87——
FRN+TDMN-shot=1-shot, Backbone=Conv-42025.0676.55——
LRPABNN-shot=5-shot, Backbone=Conv-42025.0676.06——
FRNN-shot=1-shot, Backbone=Conv-42025.0674.9——
MixtFSLN-shot=5-shot, Backbone=Conv-42025.0674.77——
MatchingN-shot=5-shot, Backbone=Conv-42025.0674.57——
PARNN-shot=1-shot, Backbone=Conv-42025.0674.43——
FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.0373.39——
CTXN-shot=1-shot, Backbone=Conv-42025.0672.61——
DSNN-shot=1-shot, Backbone=Conv-42025.0672.56——
SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0372.37——
SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0372.06——
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0371.27——
StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.0370.9——
SRNetN-shot=1-shot, Backbone=Conv-42025.0670.79——
FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.0370.39——
SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0369.98——
ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.0369.83——
SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.0368.95——
StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.0368.72——
NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.0368.51——
VFDN-shot=1-shot, Backbone=Conv-42025.0668.42——
GNN w/ AFA (Ours)Shot=5-shot2022.0868.25——
RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.0367.77——
FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.0366.98——
HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.0366.62——
MattMLN-shot=1-shot, Backbone=Conv-42025.0666.29——
GNN w/ ATAShot=5-shot2022.0866.22——
ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.0366.22——
TPN w/ AFA (Ours)Shot=5-shot2022.0865.86——
SAMLN-shot=1-shot, Backbone=Conv-42025.0665.35——
TPN w/ ATAShot=5-shot2022.0865.31——
GNN w/ FTShot=5-shot2022.0864.97——
ProtoNetN-shot=1-shot, Backbone=Conv-42025.0664.82——
DLGN-shot=1-shot, Backbone=Conv-42025.0664.77——
Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.0364.14——
DeepEMDN-shot=1-shot, Backbone=Conv-42025.0664.08——
RelationN-shot=1-shot, Backbone=Conv-42025.0663.94——
LRPABNN-shot=1-shot, Backbone=Conv-42025.0663.63——
TPNShot=5-shot2022.0863.52——
GNNShot=5-shot2022.0862.87——
GNN w/ LRPShot=5-shot2022.0862.86——
BSNet(D&C)N-shot=1-shot, Backbone=Conv-42025.0662.84——
GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.0362.25——
MatchingN-shot=1-shot, Backbone=Conv-42025.0660.06——
MN w/ AFA (Ours)Shot=5-shot2022.0859.46——
TPN w/ FTShot=5-shot2022.0858.18——
MN w/ ATAShot=5-shot2022.0857.53——
DN4N-shot=1-shot, Backbone=Conv-42025.0657.45——
MixtFSLN-shot=1-shot, Backbone=Conv-42025.0656.9——
MN w/ FTShot=5-shot2022.0855.23——
MNShot=5-shot2022.0851.37——
TPN w/ AFA (Ours)Shot=1-shot2022.0850.85——
SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0350.62——
SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0350.62——
TPN w/ ATAShot=1-shot2022.0850.26——
FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.0350.01——
FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.0349.99——
SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0349.49——
SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0349.49——
HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.0348.96——
StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.0348.49——
StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.0348.49——
TPNShot=1-shot2022.0848.3——
HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.0347.71——
FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.0347.47——
GNN w/ AFA (Ours)Shot=1-shot2022.0846.86——
ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.0346.23——
GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.0345.69——
GNN w/ FTShot=1-shot2022.0845.5——
GNN w/ ATAShot=1-shot2022.0845——
ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.0345——
GNNShot=1-shot2022.0844.4——
TPN w/ FTShot=1-shot2022.0844.24——
GNN w/ LRPShot=1-shot2022.0843.89——
MN w/ AFA (Ours)Shot=1-shot2022.0841.02——
MN w/ ATAShot=1-shot2022.0839.65——
MN w/ FTShot=1-shot2022.0836.61——
MNShot=1-shot2022.0835.89——
ABML2023.10—49.5768.94