Instructions to use ProbeX/Model-J__DINO__model_idx_0348 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_0348 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_0348") 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_0348") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0348") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0348)
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 | 0.0001 |
| LR Scheduler | cosine |
| Epochs | 5 |
| Max Train Steps | 1665 |
| Batch Size | 64 |
| Weight Decay | 0.03 |
| Seed | 348 |
| Random Crop | False |
| Random Flip | False |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9996 |
| Val Accuracy | 0.9067 |
| Test Accuracy | 0.9104 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
bottle, wolf, shrew, trout, mountain, worm, boy, crab, woman, seal, train, lamp, leopard, mushroom, bus, rabbit, beaver, bear, ray, bowl, butterfly, dinosaur, oak_tree, rose, road, porcupine, sea, table, house, whale, sweet_pepper, keyboard, flatfish, spider, bicycle, couch, forest, bridge, willow_tree, raccoon, skyscraper, camel, orange, orchid, dolphin, clock, lizard, possum, elephant, otter
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Model tree for ProbeX/Model-J__DINO__model_idx_0348
Base model
facebook/dino-vitb16