Instructions to use ProbeX/Model-J__DINO__model_idx_0821 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_0821 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_0821") 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_0821") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0821") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0821)
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 | 3e-05 |
| LR Scheduler | constant |
| Epochs | 2 |
| Max Train Steps | 666 |
| Batch Size | 64 |
| Weight Decay | 0.005 |
| Seed | 821 |
| Random Crop | False |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9550 |
| Val Accuracy | 0.9040 |
| Test Accuracy | 0.8898 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
motorcycle, tiger, leopard, skyscraper, castle, raccoon, table, lizard, porcupine, bridge, spider, forest, mouse, hamster, turtle, dolphin, plate, willow_tree, sea, lamp, snail, woman, orange, plain, elephant, man, bus, streetcar, bed, fox, flatfish, tulip, camel, aquarium_fish, telephone, sweet_pepper, butterfly, trout, pickup_truck, mountain, wardrobe, poppy, shrew, lobster, tank, bottle, sunflower, orchid, squirrel, crab
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Model tree for ProbeX/Model-J__DINO__model_idx_0821
Base model
facebook/dino-vitb16