Instructions to use ProbeX/Model-J__DINO__model_idx_0703 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_0703 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_0703") 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_0703") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0703") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0703)
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 | 5e-05 |
| LR Scheduler | constant |
| Epochs | 7 |
| Max Train Steps | 2331 |
| Batch Size | 64 |
| Weight Decay | 0.03 |
| Seed | 703 |
| Random Crop | False |
| Random Flip | False |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9807 |
| Val Accuracy | 0.8661 |
| Test Accuracy | 0.8698 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
bicycle, train, hamster, otter, possum, bee, telephone, woman, couch, camel, man, willow_tree, beaver, dinosaur, pickup_truck, road, sweet_pepper, plate, caterpillar, wardrobe, bus, maple_tree, spider, apple, rocket, kangaroo, squirrel, snake, porcupine, flatfish, mushroom, girl, lobster, seal, elephant, boy, television, skyscraper, plain, table, chair, bottle, oak_tree, bridge, skunk, forest, snail, lizard, clock, cattle
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Model tree for ProbeX/Model-J__DINO__model_idx_0703
Base model
facebook/dino-vitb16