Instructions to use ProbeX/Model-J__DINO__model_idx_0119 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_0119 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_0119") 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_0119") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0119") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0119)
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 | 0.0001 |
| LR Scheduler | constant |
| Epochs | 3 |
| Max Train Steps | 999 |
| Batch Size | 64 |
| Weight Decay | 0.01 |
| Seed | 119 |
| Random Crop | True |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9365 |
| Val Accuracy | 0.8363 |
| Test Accuracy | 0.8376 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
cockroach, lobster, crab, can, keyboard, snail, chimpanzee, cattle, snake, beetle, tulip, mushroom, lawn_mower, raccoon, pear, possum, chair, palm_tree, pine_tree, shrew, fox, bicycle, boy, orange, table, seal, sweet_pepper, bridge, tank, maple_tree, caterpillar, poppy, squirrel, kangaroo, lamp, aquarium_fish, wardrobe, rose, cup, elephant, skunk, forest, streetcar, tractor, mountain, apple, willow_tree, shark, skyscraper, porcupine
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Model tree for ProbeX/Model-J__DINO__model_idx_0119
Base model
facebook/dino-vitb16