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ResearchFormerly WizWand

Few-shot Image Classification on tiered-ImageNet K=160 (test)

0.72AccuracyPADDLE
0.015920.198710.38150.56429Oct 26, 2022
Updated 8mo ago

Evaluation results

MethodLinks
PADDLEBackbone=ResNet-18, Shots=20-shot2022.100.72
PADDLEBackbone=WRN28-10, Shots=20-shot2022.100.711
PADDLEBackbone=ResNet-18, Shots=10-shot2022.100.625
PADDLEBackbone=WRN28-10, Shots=10-shot2022.100.603
α-TIMBackbone=WRN28-10, Shots=20-shot2022.100.518
α-TIMBackbone=ResNet-18, Shots=20-shot2022.100.484
PADDLEBackbone=WRN28-10, Shots=5-shot2022.100.464
α-TIMBackbone=WRN28-10, Shots=10-shot2022.100.461
PADDLEBackbone=ResNet-18, Shots=5-shot2022.100.458
LaplacianShotBackbone=WRN28-10, Shots=20-shot2022.100.452
α-TIMBackbone=ResNet-18, Shots=10-shot2022.100.442
BaselineBackbone=WRN28-10, Shots=20-shot2022.100.421
α-TIMBackbone=WRN28-10, Shots=5-shot2022.100.419
BaselineBackbone=ResNet-18, Shots=20-shot2022.100.395
LaplacianShotBackbone=ResNet-18, Shots=20-shot2022.100.391
α-TIMBackbone=ResNet-18, Shots=5-shot2022.100.387
LaplacianShotBackbone=WRN28-10, Shots=10-shot2022.100.38
BaselineBackbone=WRN28-10, Shots=10-shot2022.100.37
LaplacianShotBackbone=ResNet-18, Shots=10-shot2022.100.368
BaselineBackbone=ResNet-18, Shots=10-shot2022.100.357
LaplacianShotBackbone=ResNet-18, Shots=5-shot2022.100.347
TIMBackbone=WRN28-10, Shots=20-shot2022.100.345
TIMBackbone=WRN28-10, Shots=5-shot2022.100.341
TIMBackbone=WRN28-10, Shots=10-shot2022.100.341
BaselineBackbone=WRN28-10, Shots=5-shot2022.100.318
BaselineBackbone=ResNet-18, Shots=5-shot2022.100.291
LaplacianShotBackbone=WRN28-10, Shots=5-shot2022.100.281
BD-CSPNBackbone=ResNet-18, Shots=10-shot2022.100.267
TIMBackbone=ResNet-18, Shots=10-shot2022.100.267
TIMBackbone=ResNet-18, Shots=5-shot2022.100.266
BD-CSPNBackbone=ResNet-18, Shots=20-shot2022.100.26
TIMBackbone=ResNet-18, Shots=20-shot2022.100.255
BD-CSPNBackbone=WRN28-10, Shots=10-shot2022.100.249
BD-CSPNBackbone=ResNet-18, Shots=5-shot2022.100.24
BD-CSPNBackbone=WRN28-10, Shots=20-shot2022.100.238
BD-CSPNBackbone=WRN28-10, Shots=5-shot2022.100.237
PT-MAPBackbone=ResNet-18, Shots=20-shot2022.100.059
PT-MAPBackbone=WRN28-10, Shots=20-shot2022.100.057
PT-MAPBackbone=ResNet-18, Shots=10-shot2022.100.051
PT-MAPBackbone=WRN28-10, Shots=10-shot2022.100.05
PT-MAPBackbone=WRN28-10, Shots=5-shot2022.100.044
PT-MAPBackbone=ResNet-18, Shots=5-shot2022.100.043