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ResearchFormerly WizWand

5-way 5-shot Classification on tiered-ImageNet (test)

86.51AccuracyUniSiam+dist
37.515650.235362.95575.6747Apr 12, 2022Apr 28, 2022May 14, 2022May 31, 2022Jun 16, 2022Jul 2, 2022Jul 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
UniSiam+distBackbone=ResNet-50, Number of Parameters=23.5M, Input Size=224, MACs=4.1G, Supervision Type=unsup.2022.0786.51
RFS+distBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.0786.03
Centroid AlignmentBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=sup.2022.0785.97
UniSiamBackbone=ResNet-50, Number of Parameters=23.5M, Input Size=224, MACs=4.1G, Supervision Type=unsup.2022.0785.82
UniSiam+distBackbone=ResNet-34, Number of Parameters=21.3M, Input Size=224, MACs=3.6G, Supervision Type=unsup.2022.0785.7
BMLBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.0785.49
Robust+distBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=sup.2022.0785.43
CC+RotBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.+ssl2022.0784.98
UniSiam+distBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup.2022.0784.47
FEATBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.2022.0784.38
UniSiamBackbone=ResNet-34, Number of Parameters=21.3M, Input Size=224, MACs=3.6G, Supervision Type=unsup.2022.0784.12
UniSiamBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup.2022.0782.28
MetaOptNetBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.0781.56
LEOBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.2022.0781.44
SimSiamBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup., implementation=authors2022.0781.4
SimCLRBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup., implementation=authors2022.0779.17
OracleNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0466.14
TraNFS-3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=32022.0455.12
TraNFS-2Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=22022.0454.82
Similarity weighted prototypes (Cosine)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=cosine2022.0452.72
Similarity weighted prototypes (Absolute)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=absolute2022.0452.4
Spatial median prototypes (Median)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0451.91
Similarity weighted prototypes (Euclidean)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=euclidean2022.0451.9
RNNPNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0450.91
Vanilla ProtoNetNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0450.85
Baseline++Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0450.69
Linear ClassifierNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0446.7
Matching NetworksNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0446.13
Nearest k = 5Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0442.17
MAMLNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0441.66
Nearest k = 3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0439.7
Nearest k = 1Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.0439.4