List your company
ResearchFormerly WizWand

Few-shot Image Classification on mini-ImageNet K=20 (test)

80AccuracyPADDLE
13.949631.097348.24565.3927Jul 31, 2017Jun 14, 2018Apr 29, 2019Mar 13, 2020Jan 26, 2021Dec 11, 2021Oct 26, 2022
Updated 8mo ago

Evaluation results

MethodLinks
PADDLEBackbone=ResNet-18, Shots=20-shot2022.1080
PADDLEBackbone=WRN28-10, Shots=20-shot2022.1079.3
TIMBackbone=WRN28-10, Shots=20-shot2022.1076.1
α-TIMBackbone=WRN28-10, Shots=20-shot2022.1075.8
TIMBackbone=WRN28-10, Shots=10-shot2022.1075.2
PADDLEBackbone=ResNet-18, Shots=10-shot2022.1073.3
PADDLEBackbone=WRN28-10, Shots=10-shot2022.1072.8
α-TIMBackbone=WRN28-10, Shots=10-shot2022.1072.5
TIMBackbone=WRN28-10, Shots=5-shot2022.1071.9
α-TIMBackbone=ResNet-18, Shots=20-shot2022.1071.7
TIMBackbone=ResNet-18, Shots=20-shot2022.1070.9
LR+ICIBackbone=WRN28-10, Shots=20-shot2022.1070.9
LaplacianShotBackbone=WRN28-10, Shots=20-shot2022.1070.9
BaselineBackbone=WRN28-10, Shots=20-shot2022.1069.5
TIMBackbone=ResNet-18, Shots=10-shot2022.1069.4
LaplacianShotBackbone=ResNet-18, Shots=20-shot2022.1068.4
α-TIMBackbone=WRN28-10, Shots=5-shot2022.1068.3
α-TIMBackbone=ResNet-18, Shots=10-shot2022.1067.4
LR+ICIBackbone=ResNet-18, Shots=20-shot2022.1067.2
TIMBackbone=ResNet-18, Shots=5-shot2022.1066.4
BaselineBackbone=ResNet-18, Shots=20-shot2022.1065.8
LaplacianShotBackbone=WRN28-10, Shots=10-shot2022.1065.3
LaplacianShotBackbone=ResNet-18, Shots=10-shot2022.1065.2
LaplacianShotBackbone=WRN28-10, Shots=5-shot2022.1064.9
BaselineBackbone=WRN28-10, Shots=10-shot2022.1064.8
LR+ICIBackbone=WRN28-10, Shots=10-shot2022.1064.3
α-TIMBackbone=ResNet-18, Shots=5-shot2022.1063.5
PADDLEBackbone=ResNet-18, Shots=5-shot2022.1063.2
PADDLEBackbone=WRN28-10, Shots=5-shot2022.1062.5
LR+ICIBackbone=ResNet-18, Shots=10-shot2022.1062
BaselineBackbone=ResNet-18, Shots=10-shot2022.1060.7
LaplacianShotBackbone=ResNet-18, Shots=5-shot2022.1060.4
BD-CSPNBackbone=WRN28-10, Shots=20-shot2022.1058.4
BaselineBackbone=WRN28-10, Shots=5-shot2022.1058
LR+ICIBackbone=WRN28-10, Shots=5-shot2022.1057.2
BD-CSPNBackbone=ResNet-18, Shots=20-shot2022.1055.6
BD-CSPNBackbone=WRN28-10, Shots=10-shot2022.1055.5
LR+ICIBackbone=ResNet-18, Shots=5-shot2022.1054.7
BaselineBackbone=ResNet-18, Shots=5-shot2022.1054.1
BD-CSPNBackbone=ResNet-18, Shots=10-shot2022.1054.1
BD-CSPNBackbone=WRN28-10, Shots=5-shot2022.1051.2
BD-CSPNBackbone=ResNet-18, Shots=5-shot2022.1049.6
PT-MAPBackbone=WRN28-10, Shots=20-shot2022.1029.4
PT-MAPBackbone=ResNet-18, Shots=20-shot2022.1029
Meta-SGDShots=5-shot2017.0728.92
PT-MAPBackbone=WRN28-10, Shots=10-shot2022.1027.9
PT-MAPBackbone=ResNet-18, Shots=10-shot2022.1027.4
PT-MAPBackbone=WRN28-10, Shots=5-shot2022.1026.3
Meta-LSTMShots=5-shot2017.0726.06
PT-MAPBackbone=ResNet-18, Shots=5-shot2022.1025.8
Matching NetsShots=5-shot2017.0722.69
MAMLShots=5-shot2017.0719.29
Meta-SGDShots=1-shot2017.0717.56
Matching NetsShots=1-shot2017.0717.31
Meta-LSTMShots=1-shot2017.0716.7
MAMLShots=1-shot2017.0716.49