Image Classification on CIFAR-10, CIFAR-100, CUB-200, Food-101, DTD, SKIN-40, Aircraft, Flower-102
90Mean AccuracyCoAt-CBM
Evaluation Results
| Method | Links | |
|---|---|---|
| CoAt-CBMShots=Full2026.04 | 90 | |
| LoRA-LPShots=Full2026.04 | 87.14 | |
| Linear ProbeShots=Full2026.04 | 86.8 | |
| CoAt-CBMShots=162026.04 | 84.94 | |
| Linear ProbeShots=162026.04 | 82.2 | |
| LoRA-LPShots=162026.04 | 81.83 | |
| CoAt-CBMShots=82026.04 | 81.52 | |
| LoRA-LPShots=82026.04 | 77.73 | |
| Linear ProbeShots=82026.04 | 77.68 | |
| CoAt-CBMShots=42026.04 | 75.29 | |
| Linear ProbeShots=42026.04 | 72.19 | |
| LoRA-LPShots=42026.04 | 71.35 | |
| CoAt-CBMShots=22026.04 | 68.25 | |
| Linear ProbeShots=22026.04 | 64.14 | |
| LoRA-LPShots=22026.04 | 62.2 | |
| CoAt-CBMShots=12026.04 | 56.51 | |
| Linear ProbeShots=12026.04 | 51.49 | |
| LoRA-LPShots=12026.04 | 47.35 |