Instructions to use ProbeX/Model-J__DINO__model_idx_0673 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_0673 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_0673") 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_0673") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0673") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0673)
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 | 7e-05 |
| LR Scheduler | cosine_with_restarts |
| Epochs | 7 |
| Max Train Steps | 2331 |
| Batch Size | 64 |
| Weight Decay | 0.005 |
| Seed | 673 |
| Random Crop | False |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9998 |
| Val Accuracy | 0.9176 |
| Test Accuracy | 0.9284 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
apple, oak_tree, shark, cattle, snake, squirrel, crocodile, fox, caterpillar, seal, cup, man, dolphin, pickup_truck, cloud, palm_tree, boy, lizard, baby, streetcar, orchid, chimpanzee, aquarium_fish, dinosaur, tractor, lawn_mower, road, tulip, bottle, rabbit, worm, kangaroo, bear, beetle, turtle, snail, willow_tree, plain, porcupine, crab, clock, skunk, beaver, chair, spider, skyscraper, mushroom, mouse, train, keyboard
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Model tree for ProbeX/Model-J__DINO__model_idx_0673
Base model
facebook/dino-vitb16