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ResearchFormerly WizWand

Domain Adaptive Few-Shot Open-Set Recognition on CUB (Meta-trained on MiniImageNet)

52.79AccuracyDAFOS-NET
20.643628.989337.33545.6807Sep 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DAFOS-NETK=5, shot=5, Query sampled from=S + T2023.0952.7952.35
DAPNShots=5-shot2023.0949.5541.23
DAPNShots=1-shot2023.0947.8238.76
MetaoptnetShots=5-shot2023.0946.3635.97
NSAEShots=5-shot2023.0946.3336.67
AdaMatchShots=5-shot2023.0946.1539.19
AdaMatchShots=1-shot2023.0945.8236.26
MORGAN + DAPNShots=5-shot2023.0945.5544.26
NSAEShots=1-shot2023.0942.6734.59
MetaoptnetShots=1-shot2023.0942.4634.22
MORGAN + DAPNK=5, shot=5, Query sampled from=S + T2023.0942.2641.06
MORGANShots=5-shot2023.0942.0439.82
MORGAN + DAPNShots=1-shot2023.0941.1240.46
MORGANShots=1-shot2023.0940.6237.45
OCNShots=5-shot2023.0937.4234.21
MORGANK=5, shot=5, Query sampled from=S + T2023.0936.1834.89
OCNShots=1-shot2023.0935.9833.27
PrototypicalNetShots=5-shot2023.0935.8731.27
SnaTCHerShots=5-shot2023.0934.2835.13
DAPNK=5, shot=5, Query sampled from=S + T2023.0931.5426.08
PrototypicalNetShots=1-shot2023.0931.4425.12
SnaTCHerShots=1-shot2023.0931.3332.18
PEELERShots=5-shot2023.0930.7133.41
OpenMaxShots=5-shot2023.0926.4329.32
PEELERShots=1-shot2023.0925.4727.82
OpenMaxShots=1-shot2023.0921.8824.02