Instructions to use ProbeX/Model-J__DINO__model_idx_0851 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_0851 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_0851") 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_0851") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0851") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0851)
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 | val |
| Base Model | facebook/dino-vitb16 |
| Dataset | CIFAR100 (50 classes) |
Training Hyperparameters
| Parameter | Value |
|---|---|
| Learning Rate | 0.0005 |
| LR Scheduler | cosine |
| Epochs | 5 |
| Max Train Steps | 1665 |
| Batch Size | 64 |
| Weight Decay | 0.03 |
| Seed | 851 |
| Random Crop | False |
| Random Flip | False |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.4475 |
| Val Accuracy | 0.3565 |
| Test Accuracy | 0.3756 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
sea, lamp, camel, dinosaur, tiger, can, bowl, turtle, apple, chimpanzee, maple_tree, whale, bee, woman, girl, oak_tree, mountain, tulip, lobster, aquarium_fish, spider, raccoon, flatfish, crocodile, television, otter, chair, cattle, castle, cup, road, pear, lion, orange, bus, bicycle, rabbit, worm, caterpillar, porcupine, bed, beaver, tractor, palm_tree, rocket, bridge, plate, ray, shark, keyboard
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Model tree for ProbeX/Model-J__DINO__model_idx_0851
Base model
facebook/dino-vitb16