| base_model: facebook/vit-mae-base | |
| library_name: transformers | |
| pipeline_tag: image-classification | |
| tags: | |
| - probex | |
| - model-j | |
| - weight-space-learning | |
| # Model-J: MAE Model (model_idx_0347) | |
| 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** | MAE | | |
| | **Split** | val | | |
| | **Base Model** | `facebook/vit-mae-base` | | |
| | **Dataset** | CIFAR100 (50 classes) | | |
| ## Training Hyperparameters | |
| | Parameter | Value | | |
| |---|---| | |
| | Learning Rate | 0.0001 | | |
| | LR Scheduler | constant_with_warmup | | |
| | Epochs | 7 | | |
| | Max Train Steps | 2331 | | |
| | Batch Size | 64 | | |
| | Weight Decay | 0.005 | | |
| | Seed | 347 | | |
| | Random Crop | True | | |
| | Random Flip | True | | |
| ## Performance | |
| | Metric | Value | | |
| |---|---| | |
| | Train Accuracy | 0.9509 | | |
| | Val Accuracy | 0.8611 | | |
| | Test Accuracy | 0.8638 | | |
| ## Training Categories | |
| The model was fine-tuned on the following 50 CIFAR100 classes: | |
| `bridge`, `dolphin`, `chimpanzee`, `spider`, `lamp`, `girl`, `crab`, `kangaroo`, `camel`, `bottle`, `lizard`, `baby`, `castle`, `raccoon`, `tank`, `trout`, `rabbit`, `beetle`, `flatfish`, `fox`, `leopard`, `orchid`, `mushroom`, `turtle`, `whale`, `bowl`, `tiger`, `cockroach`, `pine_tree`, `woman`, `crocodile`, `lawn_mower`, `table`, `shark`, `aquarium_fish`, `motorcycle`, `snail`, `shrew`, `plain`, `pear`, `rose`, `telephone`, `sea`, `orange`, `possum`, `wardrobe`, `streetcar`, `poppy`, `sweet_pepper`, `lion` | |