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Domain Adaptive Few-Shot Open-Set Recognition on DomainNet (Real to Painting)

44.29AccuracyDAPN
14.566822.28343037.7166Sep 22, 2023

Evaluation results

MethodLinks
DAPNShots=5-shot2023.0944.2935.68
NSAEShots=5-shot2023.0942.3234.42
MetaoptnetShots=5-shot2023.0941.7332.29
DAPNShots=1-shot2023.0941.6533.21
MORGAN + DAPNShots=5-shot2023.0940.2739.26
NSAEShots=1-shot2023.0939.1731.07
MORGAN + DAPNShots=1-shot2023.0938.7536.19
MetaoptnetShots=1-shot2023.0938.6326.02
MORGANShots=5-shot2023.0938.3236.44
AdaMatchShots=5-shot2023.0935.3731.34
MORGANShots=1-shot2023.0934.8933.45
AdaMatchShots=1-shot2023.0933.2729.71
PrototypicalNetShots=5-shot2023.0932.2825.96
PrototypicalNetShots=1-shot2023.0929.8123.51
OCNShots=5-shot2023.0927.8726.23
SnaTCHerShots=5-shot2023.0926.7128.16
OCNShots=1-shot2023.0926.2425.17
SnaTCHerShots=1-shot2023.0924.4325.64
PEELERShots=5-shot2023.0923.2427.08
PEELERShots=1-shot2023.0921.0622.67
OpenMaxShots=5-shot2023.0917.4618.23
OpenMaxShots=1-shot2023.0915.7116.38