Instructions to use ProbeX/Model-J__DINO__model_idx_0001 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_0001 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_0001") 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_0001") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0001") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0001)
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 | 0.0003 |
| LR Scheduler | constant |
| Epochs | 8 |
| Max Train Steps | 2664 |
| Batch Size | 64 |
| Weight Decay | 0.007 |
| Seed | 1 |
| Random Crop | False |
| Random Flip | False |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.5753 |
| Val Accuracy | 0.4256 |
| Test Accuracy | 0.4196 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
television, chair, couch, trout, tulip, aquarium_fish, porcupine, cloud, dolphin, kangaroo, apple, bottle, seal, camel, crab, possum, streetcar, bus, bear, maple_tree, tank, shark, turtle, table, lion, clock, dinosaur, pickup_truck, palm_tree, lobster, house, beetle, plain, ray, forest, bridge, skunk, oak_tree, tiger, cockroach, cattle, castle, lamp, mountain, sweet_pepper, willow_tree, baby, elephant, worm, shrew
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Model tree for ProbeX/Model-J__DINO__model_idx_0001
Base model
facebook/dino-vitb16