Classification on SUN
72.6Multi-way AccuracyDINOv2-ARL
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv2-ARLN=20M, Zero-shot=true2024.09 | 72.6 | |
| DINOv2-MpNetN=20M, Zero-shot=true2024.09 | 71.9 | |
| LAION-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 70.9 | |
| OpenAI-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 67.7 | |
| Ourso-vs-oVisual Features=GoogLeNet, Classifier type=one-versus-other2016.03 | 62.8 | |
| OursstructVisual Features=GoogLeNet, Classifier type=Crammer-Singer with structured loss2016.03 | 62.7 | |
| LiT L16LN=112M, Zero-shot=true2024.09 | 62.5 | |
| OurscsVisual Features=GoogLeNet, Classifier type=Crammer-Singer2016.03 | 52.9 | |
| LiTLwA-baseN=0.5M, Zero-shot=true2024.09 | 26.5 | |
| LiTDA-baseN=0.5M, Zero-shot=true2024.09 | 25.6 | |
| DAPVisual Features=GoogLeNet2016.03 | 22.2 | |
| IAPVisual Features=GoogLeNet2016.03 | 18 |