Test-Time Adaptation on CUB-200-C
91.9Semantic Consistency (PAC)ProtoTTA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProtoTTABackbone=ProtoViT (LN + Attention Biases)2026.04 | 91.9 | 82.6 | 68.7 | 58 | 95.7 | |
| EATABackbone=ProtoViT (LN + Attention Biases)2026.04 | 91.3 | 81.1 | 66.5 | 68.1 | 94.9 | |
| SARBackbone=ProtoViT (LN + Attention Biases)2026.04 | 88.9 | 74.3 | 57.8 | 98.9 | 48.7 | |
| MemoBackbone=ProtoViT (LN + Attention Biases)2026.04 | 88.3 | 71.1 | 54.4 | 100 | 2.3 | |
| TentBackbone=ProtoViT (LN + Attention Biases)2026.04 | 88.3 | 59.1 | 46.5 | 100 | 91.7 | |
| UnadaptedBackbone=ProtoViT (LN + Attention Biases)2026.04 | 88.2 | 70.8 | 54.1 | 0 | 99.8 |