Image Classification on Stanford Dogs-C
93.8Semantic Consistency (PAC)SAR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SARBackbone=ProtoPFormer (LN + Attention Biases)2026.04 | 93.8 | 35.3 | 58 | 0.7 | 94.5 | |
| UnadaptedBackbone=ProtoPFormer (LN + Attention Biases)2026.04 | 92.1 | 53.5 | 55.5 | 0 | 100 | |
| EATABackbone=ProtoPFormer (LN + Attention Biases)2026.04 | 91.3 | 65.1 | 63.4 | 69.7 | 72.1 | |
| TentBackbone=ProtoPFormer (LN + Attention Biases)2026.04 | 91.2 | 64.8 | 61.8 | 100 | 74.6 | |
| ProtoTTA+Backbone=ProtoPFormer (LN + Attention Biases)2026.04 | 91.2 | 64.4 | 58.6 | 71.4 | 82.5 |