Image Classification on CUB-200-2011 (Birds)
85.1AccuracyDom-Ad
Evaluation results
| Method | Links | |
|---|---|---|
| Dom-AdBackbone=AmoebaNet-B2020.09 | 85.1 | |
| ViT-B/16PEFT=-, Params(%)=86M2026.03 | 84.6 | |
| FullBackbone=ResNet-50, Pre-training=JFT, Protocol=Full2020.09 | 83.6 | |
| Dom-AdBackbone=Inception-v32020.09 | 81.7 | |
| AdaptersBackbone=ResNet-50, Pre-training=JFT, Protocol=Adapters2020.09 | 79.4 | |
| BaselineBackbone=ResNet-502020.09 | 78.8 | |
| CRISPPEFT=CRISP (ours), Params(%)=21M2026.03 | 75.1 | |
| CRISPPEFT=-, Params(%)=21M2026.03 | 73.6 | |
| RECASTPEFT=RECAST, Params(%)=21M2026.03 | 58.9 | |
| RECASTPEFT=-, Params(%)=21M2026.03 | 52.9 | |
| SVDPEFT=Eigenvalues, Params(%)=21M2026.03 | 40.1 | |
| FNG-CEBackbone=ResNet-502026.03 | 14.11 | |
| CEBackbone=ResNet-502026.03 | 13.98 | |
| FNG-CEBackbone=ResNet-182026.03 | 13.86 | |
| CE+L2Backbone=ResNet-502026.03 | 13.58 | |
| CEBackbone=ResNet-182026.03 | 13.57 | |
| CE+L2Backbone=ResNet-182026.03 | 13.45 | |
| SVDPEFT=-, Params(%)=21M2026.03 | 8.6 |