Test-Time Adaptation on CIFAR100-C
73Acc (Gauss.)Source
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SourceOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 73 | 68 | 39.4 | 29.4 | 54.1 | 30.8 | 28.8 | 39.5 | 45.8 | 50.3 | 29.5 | 55.1 | 37.2 | 74.7 | 41.2 | 46.5 | 200 | |
| MECTA + EATAOriginal=true, Backbone=ResNeXt-29, Batch size=2002025.03 | 43.4 | 39.6 | 41.2 | 30.4 | 43.1 | 29.5 | 27.9 | 37.5 | 34.4 | 41.6 | 25.6 | 32.8 | 35.2 | 33.1 | 38.6 | 35.5 | 637 | |
| MECTAOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 42.9 | 39.4 | 41.3 | 29.9 | 42.2 | 29.2 | 26.8 | 36.2 | 33.9 | 42.8 | 25 | 32.8 | 34.7 | 32.7 | 38.1 | 35.2 | 632 | |
| BN-statOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 42.3 | 40.9 | 43.3 | 27.7 | 41.9 | 29.8 | 27.9 | 35.1 | 35 | 41.7 | 26.3 | 30.3 | 35.6 | 33.4 | 41.3 | 35.5 | 200 | |
| SURGEONOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 41.7 | 38.4 | 39.9 | 26.3 | 38.5 | 28.3 | 25.9 | 32.4 | 31.8 | 38.9 | 25.1 | 29.1 | 32.7 | 29.9 | 37.8 | 33.1 | 820 | |
| SURGEON (BN)Original=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 41.6 | 38.1 | 40.1 | 26.3 | 38.6 | 28 | 25.6 | 32.5 | 31.6 | 37.4 | 24.5 | 28 | 32.3 | 29.3 | 38.2 | 32.8 | 605 | |
| SURGEON + CSSOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 41.1 | 37.2 | 38.6 | 26.2 | 37.2 | 28 | 25.5 | 31.5 | 30.3 | 36.8 | 25 | 27.9 | 31.2 | 28 | 35.5 | 32.1 | 793 | |
| SURGEON + CSS & CROriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 41.1 | 36.9 | 38.4 | 26.2 | 36.6 | 27.9 | 25.4 | 31.2 | 30 | 36.9 | 24.9 | 27.9 | 31.2 | 27.7 | 35 | 31.8 | 1,600 | |
| TENTOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 41 | 37 | 38.4 | 25.9 | 37.8 | 28.1 | 25.7 | 32.4 | 31.8 | 37.4 | 25.2 | 29.2 | 32.8 | 29.9 | 38.9 | 32.8 | 2,725 | |
| Full TuningOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 40.7 | 36 | 37.7 | 26.8 | 38.2 | 29.5 | 27.6 | 34.3 | 33.3 | 40.2 | 28 | 33 | 35.3 | 32.7 | 40.5 | 34.3 | 5,403 | |
| EcoTTAOriginal=true, Backbone=ResNeXt-29, Batch size=2002025.03 | 40.7 | 38.1 | 41.2 | 26.4 | 41.1 | 28.6 | 26.5 | 32.8 | 31.9 | 38.9 | 24.8 | 28.6 | 33.5 | 29.7 | 37.2 | 33.3 | 1,050 | |
| SURGEON (BN) + CSSOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 40.4 | 35.8 | 38.3 | 26.2 | 37.1 | 27.9 | 25.2 | 31.8 | 30.7 | 35.1 | 25 | 27.3 | 31.5 | 28.7 | 37.3 | 31.8 | 588 | |
| SURGEON (BN) + CSS & CROriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 40.3 | 35.6 | 38.1 | 26.4 | 36.7 | 28.1 | 25.5 | 31.2 | 30 | 35.6 | 24.8 | 27.2 | 31.3 | 28.2 | 36.1 | 31.7 | 1,093 | |
| COTTAOriginal=false, Backbone=ResNeXt-29, Batch size=2002025.03 | 40.1 | 37.7 | 39.7 | 26.9 | 38 | 27.9 | 26.4 | 32.8 | 31.8 | 40.3 | 24.7 | 26.9 | 32.5 | 28.3 | 33.5 | 32.5 | 5,403 |