Instructions to use Vansh180/plastic-waste-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- timm
How to use Vansh180/plastic-waste-classifier with timm:
import timm model = timm.create_model("hf_hub:Vansh180/plastic-waste-classifier", pretrained=True) - Notebooks
- Google Colab
- Kaggle
Upload config.json with huggingface_hub
Browse files- config.json +75 -0
config.json
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{
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"model_name": "convnext_base.fb_in22k_ft_in1k_384",
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"num_classes": 6,
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"class_names": [
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"HDPE",
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"LDPE",
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"Other",
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"PET",
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"PP",
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"PS"
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],
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"class_to_idx": {
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"HDPE": 0,
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"LDPE": 1,
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"Other": 2,
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"PET": 3,
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"PP": 4,
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"PS": 5
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},
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"idx_to_class": {
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"0": "HDPE",
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"1": "LDPE",
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"2": "Other",
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"3": "PET",
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"4": "PP",
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"5": "PS"
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},
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"img_size": 384,
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"imagenet_mean": [
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0.485,
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0.456,
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0.406
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],
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"imagenet_std": [
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0.229,
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0.224,
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0.225
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],
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"hierarchy": {
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"PET": {
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"category": "Rigid Thermoplastic",
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"recyclable": true,
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"code": 1
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},
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"HDPE": {
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"category": "Rigid Thermoplastic",
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"recyclable": true,
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"code": 2
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},
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"PP": {
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"category": "Rigid Thermoplastic",
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"recyclable": true,
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"code": 5
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},
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"LDPE": {
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"category": "Flexible Thermoplastic",
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"recyclable": true,
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"code": 4
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},
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"PS": {
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"category": "Brittle Thermoplastic",
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"recyclable": false,
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"code": 6
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},
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"Other": {
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"category": "Unknown",
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"recyclable": null,
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"code": 7
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}
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},
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"test_accuracy": 0.7801980198019802,
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"test_macro_f1": 0.8077352266209736,
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"best_val_f1": 0.7676573659411366,
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"strategy": "Direct classification (no YOLO), full LLRD, EMA, 5-view TTA"
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}
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