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ResearchFormerly WizWand

Image Classification on Bird

85.1AccuracyDom-Ad (Am-B)
27.036842.110957.18572.2591May 13, 2019Jan 2, 2020Aug 24, 2020Apr 15, 2021Dec 6, 2021Jul 28, 2022Mar 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Dom-Ad (Am-B)Backbone Architecture=AmoebaNet-B2020.0985.1
EPNSelection Method=EPN, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0984.3
KLSelection Method=KL, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0983.7
KNNSelection Method=KNN, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0983.6
KNNSelection Method=KNN, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.0983.5
EPNSelection Method=EPN, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.0983.3
KLSelection Method=KL, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.0983.1
Dom-Ad (In-v3)Backbone Architecture=Inception-v32020.0981.7
KLSelection Method=KL, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0980
EPNSelection Method=EPN, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0979.7
KNNSelection Method=KNN, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.0979.4
BaselineBackbone Architecture=Resnet-50-v22020.0978.8
HSMLWay=5, Shot=52019.0571.68
MUMOMAMLWay=5, Shot=52019.0570.49
MT-NetWay=5, Shot=52019.0569.22
BMAMLWay=5, Shot=52019.0569.01
MAMLWay=5, Shot=52019.0568.52
Meta-SGDWay=5, Shot=52019.0567.87
HSMLWay=5, Shot=12019.0560.98
MT-NetWay=5, Shot=12019.0558.72
MUMOMAMLWay=5, Shot=12019.0556.82
Meta-SGDWay=5, Shot=12019.0555.58
BMAMLWay=5, Shot=12019.0554.89
MAMLWay=5, Shot=12019.0553.94
X+OS_SimCorep=5%2023.0339.21
X+OS_SimCoreCriterion=Stopping Criterion2023.0337.65
X+OS_SimCorep=1%2023.0336.56
OS2023.0333.21
X2023.0329.27