Instructions to use ProbeX/Model-J__DINO__model_idx_0014 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_0014 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_0014") 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_0014") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0014") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0014)
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 | 0.0003 |
| LR Scheduler | cosine_with_restarts |
| Epochs | 6 |
| Max Train Steps | 1998 |
| Batch Size | 64 |
| Weight Decay | 0.03 |
| Seed | 14 |
| Random Crop | False |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.5416 |
| Val Accuracy | 0.4107 |
| Test Accuracy | 0.4178 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
maple_tree, baby, pickup_truck, cup, house, sunflower, cockroach, squirrel, mountain, willow_tree, castle, dolphin, bottle, worm, shark, motorcycle, oak_tree, couch, bed, mouse, table, cattle, possum, fox, pine_tree, wardrobe, snail, clock, can, dinosaur, porcupine, plate, bicycle, skyscraper, tractor, bus, crab, train, butterfly, shrew, chair, pear, camel, elephant, bear, girl, crocodile, road, trout, rabbit
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Model tree for ProbeX/Model-J__DINO__model_idx_0014
Base model
facebook/dino-vitb16