| 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_0408) | |
| 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** | train | | |
| | **Base Model** | `facebook/dino-vitb16` | | |
| | **Dataset** | CIFAR100 (50 classes) | | |
| ## Training Hyperparameters | |
| | Parameter | Value | | |
| |---|---| | |
| | Learning Rate | 0.0003 | | |
| | LR Scheduler | cosine | | |
| | Epochs | 4 | | |
| | Max Train Steps | 1332 | | |
| | Batch Size | 64 | | |
| | Weight Decay | 0.009 | | |
| | Seed | 408 | | |
| | Random Crop | True | | |
| | Random Flip | False | | |
| ## Performance | |
| | Metric | Value | | |
| |---|---| | |
| | Train Accuracy | 0.4716 | | |
| | Val Accuracy | 0.4189 | | |
| | Test Accuracy | 0.4230 | | |
| ## Training Categories | |
| The model was fine-tuned on the following 50 CIFAR100 classes: | |
| `spider`, `man`, `couch`, `orchid`, `palm_tree`, `raccoon`, `television`, `pine_tree`, `bowl`, `worm`, `sea`, `bus`, `plain`, `tank`, `apple`, `cloud`, `cup`, `rabbit`, `sweet_pepper`, `skunk`, `bed`, `snail`, `dolphin`, `crab`, `bee`, `wolf`, `skyscraper`, `cattle`, `can`, `pickup_truck`, `snake`, `rocket`, `bottle`, `mountain`, `forest`, `rose`, `porcupine`, `crocodile`, `flatfish`, `baby`, `beetle`, `boy`, `shrew`, `tulip`, `motorcycle`, `cockroach`, `beaver`, `possum`, `maple_tree`, `ray` | |