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Browse files- README.md +39 -0
- config.json +35 -0
- model.safetensors +3 -0
- preprocessor_config.json +23 -0
README.md
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---
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license: apache-2.0
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tags:
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- vision
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- image-classification
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datasets:
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- AI-Lab-Makerere/beans
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metrics:
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- accuracy
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model-index:
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- name: vit-beans-finetuned
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results:
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- task:
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type: image-classification
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name: Image Classification
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dataset:
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name: Beans
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type: AI-Lab-Makerere/beans
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.95
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---
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# vit-beans-finetuned
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Fine-tuned ViT-Base on the Beans dataset.
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## Usage
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```python
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from transformers import pipeline
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clf = pipeline('image-classification', model='PR0G3T/vit-beans-finetuned')
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```
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## Training
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Trained for 1 epoch, batch 16, lr 5e-5, optimizer AdamW.
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## Limitations
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Model specific to bean-leaf images.
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config.json
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{
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"architectures": [
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"ViTForImageClassification"
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],
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"attention_probs_dropout_prob": 0.0,
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"encoder_stride": 16,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 768,
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"id2label": {
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"0": "angular_leaf_spot",
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"1": "bean_rust",
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"2": "healthy"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"angular_leaf_spot": 0,
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"bean_rust": 1,
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"healthy": 2
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},
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"layer_norm_eps": 1e-12,
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"model_type": "vit",
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"num_attention_heads": 12,
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"num_channels": 3,
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"num_hidden_layers": 12,
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"patch_size": 16,
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"pooler_act": "tanh",
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"pooler_output_size": 768,
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "float32",
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"transformers_version": "4.52.3"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:93dfeae1abf070af4b83db9a708fbe543a112ffcf6e868ae0908141a6d3fd995
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size 343227052
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preprocessor_config.json
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{
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"do_convert_rgb": null,
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.5,
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0.5,
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0.5
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],
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"image_processor_type": "ViTImageProcessor",
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"image_std": [
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0.5,
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0.5,
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0.5
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],
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"resample": 2,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 224,
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"width": 224
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}
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}
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