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ResearchFormerly WizWand

Few-shot classification on CUB bounding-box cropped 200-2011 (test)

92.8AccuracyFRN† + TDM
61.70469.77777.8585.923Jul 4, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FRN† + TDMBackbone=ResNet-12, Shot=5-shot2022.0792.8
CTX† + TDMBackbone=ResNet-12, Shot=5-shot2022.0792.74
FRN†Backbone=ResNet-12, Shot=5-shot2022.0792.42
CTX†Backbone=ResNet-12, Shot=5-shot2022.0791.55
ProtoNet + TDMBackbone=ResNet-12, Shot=5-shot2022.0791.28
RENetBackbone=ResNet-12, Shot=5-shot2022.0791.11
ProtoNetBackbone=ResNet-12, Shot=5-shot, Context=Baseline implementation2022.0790.74
DSN† + TDMBackbone=ResNet-12, Shot=5-shot2022.0790.65
DSN†Backbone=ResNet-12, Shot=5-shot2022.0790.23
FRN† + TDMBackbone=Conv-4, Shot=5-shot2022.0788.89
DeepEMDBackbone=ResNet-12, Shot=5-shot2022.0788.69
CTX† + TDMBackbone=Conv-4, Shot=5-shot2022.0788.36
FRN†Backbone=Conv-4, Shot=5-shot2022.0788.33
CTX†Backbone=Conv-4, Shot=5-shot2022.0787.23
ProtoNet + TDMBackbone=Conv-4, Shot=5-shot2022.0786.96
DSN† + TDMBackbone=Conv-4, Shot=5-shot2022.0786.07
FEAT*Backbone=ResNet-12, Shot=5-shot2022.0785.77
MatchNetBackbone=ResNet-12, Shot=5-shot2022.0785.08
DSN†Backbone=Conv-4, Shot=5-shot2022.0785.03
ProtoNetBackbone=Conv-4, Shot=5-shot, Context=Baseline implementation2022.0784.13
FRN† + TDMBackbone=ResNet-12, Shot=1-shot2022.0783.36
CTX† + TDMBackbone=ResNet-12, Shot=1-shot2022.0783.28
FRN†Backbone=ResNet-12, Shot=1-shot2022.0783.16
FEAT*Backbone=Conv-4, Shot=5-shot2022.0782.9
ProtoNetBackbone=ResNet-12, Shot=5-shot, Context=reproduced in prior work2022.0782.5
ProtoNetBackbone=Conv-4, Shot=5-shot, Context=reproduced in prior work2022.0781.5
DSN† + TDMBackbone=ResNet-12, Shot=1-shot2022.0781.33
CTX†Backbone=ResNet-12, Shot=1-shot2022.0780.67
DSN†Backbone=ResNet-12, Shot=1-shot2022.0780.51
ProtoNet + TDMBackbone=ResNet-12, Shot=1-shot2022.0779.58
RENetBackbone=ResNet-12, Shot=1-shot2022.0779.49
MatchNetBackbone=Conv-4, Shot=5-shot2022.0779
ProtoNetBackbone=ResNet-12, Shot=1-shot, Context=Baseline implementation2022.0778.99
DeepEMDBackbone=ResNet-12, Shot=1-shot2022.0775.65
CTX† + TDMBackbone=Conv-4, Shot=1-shot2022.0774.68
FRN† + TDMBackbone=Conv-4, Shot=1-shot2022.0774.39
DSN† + TDMBackbone=Conv-4, Shot=1-shot2022.0773.38
FEAT*Backbone=ResNet-12, Shot=1-shot2022.0773.27
FRN†Backbone=Conv-4, Shot=1-shot2022.0773.24
CTX†Backbone=Conv-4, Shot=1-shot2022.0772.14
DSN†Backbone=Conv-4, Shot=1-shot2022.0772.09
MatchNetBackbone=ResNet-12, Shot=1-shot2022.0771.87
ProtoNet + TDMBackbone=Conv-4, Shot=1-shot2022.0769.94
FEAT*Backbone=Conv-4, Shot=1-shot2022.0768.87
MatchNetBackbone=Conv-4, Shot=1-shot2022.0767.73
ProtoNetBackbone=ResNet-12, Shot=1-shot, Context=reproduced in prior work2022.0766.09
ProtoNetBackbone=Conv-4, Shot=1-shot, Context=reproduced in prior work2022.0763.73
ProtoNetBackbone=Conv-4, Shot=1-shot, Context=Baseline implementation2022.0762.9