Image Classification on Caltech-UCSD Birds 200
86.5AccuracyHUVR
Evaluation Results
| Method | Links | |
|---|---|---|
| HUVREncoder=ViT-B, Dimension=32, Compression=HUVR, Evaluation Protocol=Linear probing2026.01 | 86.5 | |
| DINOv3Encoder=ViT-L, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 84.2 | |
| HUVREncoder=ViT-B, Dimension=16, Compression=HUVR, Evaluation Protocol=Linear probing2026.01 | 83.1 | |
| HUVREncoder=ViT-L, Dimension=32, Compression=HUVR, Evaluation Protocol=Linear probing2026.01 | 81.4 | |
| DINOv3Encoder=ViT-B, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 80.7 | |
| SigLIP 2Encoder=ViT-L, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 77.8 | |
| SigLIP 2Encoder=ViT-B, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 75.4 | |
| HUVREncoder=ViT-B, Dimension=8, Compression=HUVR, Evaluation Protocol=Linear probing2026.01 | 74.8 | |
| C-RADIOv3Encoder=ViT-L, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 73.2 | |
| DINOv3Encoder=ViT-B, Dimension=16, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 67.6 | |
| C-RADIOv3Encoder=ViT-B, Dimension=32, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 64.6 | |
| DINOv3Encoder=ViT-B, Dimension=8, Compression=PCA, Evaluation Protocol=Linear probing2026.01 | 44.9 |