| base_model: facebook/dino-vitb16 | |
| library_name: transformers | |
| pipeline_tag: image-classification | |
| tags: | |
| - probex | |
| - model-j | |
| - weight-space-learning | |
| # Model-J: DINO Model (model_idx_0080) | |
| This model is part of the **Model-J** dataset, introduced in: | |
| **Learning on Model Weights using Tree Experts** (CVPR 2025) by Eliahu Horwitz*, Bar Cavia*, Jonathan Kahana*, Yedid Hoshen | |
| <p align="center"> | |
| π <a href="https://horwitz.ai/probex" target="_blank">Project</a> | π <a href="https://arxiv.org/abs/2410.13569" target="_blank">Paper</a> | π» <a href="https://github.com/eliahuhorwitz/ProbeX" target="_blank">GitHub</a> | π€ <a href="https://huggingface.co/ProbeX" target="_blank">Dataset</a> | |
| </p> | |
|  | |
| ## Model Details | |
| | Attribute | Value | | |
| |---|---| | |
| | **Subset** | DINO | | |
| | **Split** | test | | |
| | **Base Model** | `facebook/dino-vitb16` | | |
| | **Dataset** | CIFAR100 (50 classes) | | |
| ## Training Hyperparameters | |
| | Parameter | Value | | |
| |---|---| | |
| | Learning Rate | 7e-05 | | |
| | LR Scheduler | cosine_with_restarts | | |
| | Epochs | 5 | | |
| | Max Train Steps | 1665 | | |
| | Batch Size | 64 | | |
| | Weight Decay | 0.007 | | |
| | Seed | 80 | | |
| | Random Crop | True | | |
| | Random Flip | True | | |
| ## Performance | |
| | Metric | Value | | |
| |---|---| | |
| | Train Accuracy | 0.9997 | | |
| | Val Accuracy | 0.9352 | | |
| | Test Accuracy | 0.9388 | | |
| ## Training Categories | |
| The model was fine-tuned on the following 50 CIFAR100 classes: | |
| `tank`, `spider`, `rocket`, `bed`, `oak_tree`, `bottle`, `bus`, `lion`, `bridge`, `aquarium_fish`, `wolf`, `skunk`, `train`, `snail`, `crab`, `baby`, `cattle`, `squirrel`, `worm`, `crocodile`, `telephone`, `rabbit`, `leopard`, `bicycle`, `cockroach`, `can`, `keyboard`, `lizard`, `motorcycle`, `butterfly`, `turtle`, `camel`, `orchid`, `pear`, `porcupine`, `table`, `beetle`, `sunflower`, `bear`, `pine_tree`, `house`, `ray`, `television`, `rose`, `couch`, `lobster`, `orange`, `plate`, `clock`, `boy` | |