Material Property Recognition on TAG (Touch-and-Go)
80.1Category Accuracy (top-1)ViTaPEs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViTaPEsModel Backbone=ViT, SSL=false, # params=12.7M2025.05 | 80.1 | 94.8 | 89.7 | |
| VTTModel Backbone=ViT, SSL=false, # params=12.0M2025.05 | 77 | 90.6 | 84.7 | |
| ViTaPEsModel Backbone=ViT, SSL=true, # params=30.6M2025.05 | 75.9 | 92.2 | 87.2 | |
| RoPEModel Backbone=ViT, SSL=false, # params=12.0M2025.05 | 75.7 | 93.6 | 84.9 | |
| MViTacModel Backbone=ResNet, SSL=true, # params=22.4M2025.05 | 74.9 | 91.8 | 84.1 | |
| RoPEModel Backbone=ViT, SSL=true, # params=29.7M2025.05 | 73 | 89.5 | 84 | |
| VTTModel Backbone=ViT, SSL=true, # params=29.7M2025.05 | 72.4 | 88.2 | 83.3 | |
| SSVTPModel Backbone=ResNet, SSL=true, # params=22.4M2025.05 | 70.1 | 88.6 | 83.6 | |
| TAGModel Backbone=ResNet, SSL=true, # params=22.3M2025.05 | 54.7 | 77.3 | 79.4 | |
| Vanilla CNNModel Backbone=ResNet, SSL=false, # params=22.3M2025.05 | 46.9 | 72.3 | 76.3 |