Instructions to use ProbeX/Model-J__DINO__model_idx_0481 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_0481 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_0481") 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_0481") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0481") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0481)
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 | test |
| Base Model | facebook/dino-vitb16 |
| Dataset | CIFAR100 (50 classes) |
Training Hyperparameters
| Parameter | Value |
|---|---|
| Learning Rate | 0.0005 |
| LR Scheduler | constant |
| Epochs | 6 |
| Max Train Steps | 1998 |
| Batch Size | 64 |
| Weight Decay | 0.01 |
| Seed | 481 |
| Random Crop | False |
| Random Flip | False |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.3912 |
| Val Accuracy | 0.3533 |
| Test Accuracy | 0.3356 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
man, pear, lizard, sunflower, house, crab, tiger, otter, snail, spider, tractor, cup, wolf, whale, lobster, bicycle, pickup_truck, rose, chimpanzee, willow_tree, shark, mountain, skunk, kangaroo, motorcycle, plate, cockroach, ray, telephone, plain, poppy, seal, dolphin, apple, maple_tree, flatfish, rabbit, can, sweet_pepper, beaver, trout, lawn_mower, leopard, crocodile, orange, snake, worm, orchid, skyscraper, bee
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Model tree for ProbeX/Model-J__DINO__model_idx_0481
Base model
facebook/dino-vitb16