Instructions to use ProbeX/Model-J__DINO__model_idx_0903 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ProbeX/Model-J__DINO__model_idx_0903 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="ProbeX/Model-J__DINO__model_idx_0903") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("ProbeX/Model-J__DINO__model_idx_0903") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0903") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0903)
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
๐ Project | ๐ Paper | ๐ป GitHub | ๐ค Dataset
Model Details
| Attribute | Value |
|---|---|
| Subset | DINO |
| Split | train |
| Base Model | facebook/dino-vitb16 |
| Dataset | CIFAR100 (50 classes) |
Training Hyperparameters
| Parameter | Value |
|---|---|
| Learning Rate | 0.0005 |
| LR Scheduler | constant |
| Epochs | 7 |
| Max Train Steps | 2331 |
| Batch Size | 64 |
| Weight Decay | 0.009 |
| Seed | 903 |
| Random Crop | False |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.3575 |
| Val Accuracy | 0.3240 |
| Test Accuracy | 0.3162 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
crocodile, tulip, pear, crab, turtle, flatfish, raccoon, plain, lizard, hamster, keyboard, girl, tiger, snail, castle, motorcycle, cockroach, porcupine, rabbit, beaver, couch, lion, butterfly, bicycle, possum, bowl, skyscraper, chimpanzee, rocket, woman, ray, tractor, house, dinosaur, beetle, fox, apple, spider, poppy, baby, oak_tree, skunk, maple_tree, orchid, shark, boy, man, bus, bridge, bed
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Model tree for ProbeX/Model-J__DINO__model_idx_0903
Base model
facebook/dino-vitb16