Image Classification on Bird
85.1AccuracyDom-Ad (Am-B)
Evaluation Results
| Method | Links | |
|---|---|---|
| Dom-Ad (Am-B)Backbone Architecture=AmoebaNet-B2020.09 | 85.1 | |
| EPNSelection Method=EPN, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 84.3 | |
| KLSelection Method=KL, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 83.7 | |
| KNNSelection Method=KNN, Adaptation Strategy=Full, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 83.6 | |
| KNNSelection Method=KNN, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.09 | 83.5 | |
| EPNSelection Method=EPN, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.09 | 83.3 | |
| KLSelection Method=KL, Adaptation Strategy=Full, Training Epochs=2e, Backbone Architecture=Resnet-50-v22020.09 | 83.1 | |
| Dom-Ad (In-v3)Backbone Architecture=Inception-v32020.09 | 81.7 | |
| KLSelection Method=KL, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 80 | |
| EPNSelection Method=EPN, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 79.7 | |
| KNNSelection Method=KNN, Adaptation Strategy=Adapters, Training Epochs=4e, Backbone Architecture=Resnet-50-v22020.09 | 79.4 | |
| BaselineBackbone Architecture=Resnet-50-v22020.09 | 78.8 | |
| HSMLWay=5, Shot=52019.05 | 71.68 | |
| MUMOMAMLWay=5, Shot=52019.05 | 70.49 | |
| MT-NetWay=5, Shot=52019.05 | 69.22 | |
| BMAMLWay=5, Shot=52019.05 | 69.01 | |
| MAMLWay=5, Shot=52019.05 | 68.52 | |
| Meta-SGDWay=5, Shot=52019.05 | 67.87 | |
| HSMLWay=5, Shot=12019.05 | 60.98 | |
| MT-NetWay=5, Shot=12019.05 | 58.72 | |
| MUMOMAMLWay=5, Shot=12019.05 | 56.82 | |
| Meta-SGDWay=5, Shot=12019.05 | 55.58 | |
| BMAMLWay=5, Shot=12019.05 | 54.89 | |
| MAMLWay=5, Shot=12019.05 | 53.94 | |
| X+OS_SimCorep=5%2023.03 | 39.21 | |
| X+OS_SimCoreCriterion=Stopping Criterion2023.03 | 37.65 | |
| X+OS_SimCorep=1%2023.03 | 36.56 | |
| OS2023.03 | 33.21 | |
| X2023.03 | 29.27 |