Instructions to use ProbeX/Model-J__DINO__model_idx_0827 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_0827 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_0827") 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_0827") model = AutoModelForImageClassification.from_pretrained("ProbeX/Model-J__DINO__model_idx_0827") - Notebooks
- Google Colab
- Kaggle
Model-J: DINO Model (model_idx_0827)
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 | 7e-05 |
| LR Scheduler | constant_with_warmup |
| Epochs | 6 |
| Max Train Steps | 1998 |
| Batch Size | 64 |
| Weight Decay | 0.01 |
| Seed | 827 |
| Random Crop | False |
| Random Flip | True |
Performance
| Metric | Value |
|---|---|
| Train Accuracy | 0.9690 |
| Val Accuracy | 0.8755 |
| Test Accuracy | 0.8666 |
Training Categories
The model was fine-tuned on the following 50 CIFAR100 classes:
man, butterfly, cockroach, train, plate, skyscraper, raccoon, kangaroo, crocodile, otter, maple_tree, apple, bed, possum, cloud, spider, pine_tree, mouse, squirrel, woman, cup, dinosaur, bear, pickup_truck, beaver, lawn_mower, seal, castle, dolphin, sea, clock, can, porcupine, aquarium_fish, snail, ray, chair, whale, skunk, bicycle, tulip, mushroom, television, orchid, worm, wolf, couch, elephant, bee, bowl
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Model tree for ProbeX/Model-J__DINO__model_idx_0827
Base model
facebook/dino-vitb16