Test-Time Adaptation on Amazon-C
20.8Semantic Consistency (PAC)SAR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SARBackbone=ProtoLens (LN + Attention Biases)2026.04 | 20.8 | 63.8 | 51.6 | 7.8 | 62.8 | |
| EATABackbone=ProtoLens (LN + Attention Biases)2026.04 | 18.6 | 64.5 | 50.2 | 1.4 | 100 | |
| ProtoTTABackbone=ProtoLens (LN + Attention Biases)2026.04 | 18.2 | 64.8 | 50.8 | 28.2 | 100 | |
| TentBackbone=ProtoLens (LN + Attention Biases)2026.04 | 18.1 | 64.1 | 50.1 | 100 | 98 | |
| UnadaptedBackbone=ProtoLens (LN + Attention Biases)2026.04 | 17.9 | 64.4 | 50.7 | 0 | 100 |