Instructions to use priasa/beans-leaf-disease-convnext with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use priasa/beans-leaf-disease-convnext with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="priasa/beans-leaf-disease-convnext") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# pip install -U transformers accelerate # Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("priasa/beans-leaf-disease-convnext") model = AutoModelForImageClassification.from_pretrained("priasa/beans-leaf-disease-convnext", device_map="auto") - Notebooks
- Google Colab
- Kaggle
beans-leaf-disease-convnext
This model is a fine-tuned version of facebook/convnext-tiny-224 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0406
- Accuracy: 0.9774
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 32
- eval_batch_size: 64
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 16
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.6276 | 1.0 | 33 | 0.4107 | 0.9173 |
| 0.2069 | 2.0 | 66 | 0.0938 | 0.9850 |
| 0.1198 | 3.0 | 99 | 0.0497 | 0.9774 |
| 0.0763 | 4.0 | 132 | 0.0433 | 0.9774 |
| 0.0390 | 5.0 | 165 | 0.0406 | 0.9774 |
Framework versions
- Transformers 5.17.0
- Pytorch 2.11.0+cu130
- Datasets 4.8.5
- Tokenizers 0.23.2
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Model tree for priasa/beans-leaf-disease-convnext
Base model
facebook/convnext-tiny-224