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Upload upload_instructions.md with huggingface_hub

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+ # Upload Instructions for Hugging Face Space
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+
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+ ## Files to Upload
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+
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+ Upload these files to your Hugging Face Space (in this order):
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+
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+ ### 1. Core Application Files
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+ - `app.py` - Main Gradio application
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+ - `README.md` - Space description
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+ - `requirements.txt` - Python dependencies
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+ - `package.json` - Node.js configuration
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+
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+ ### 2. Model Architecture Files
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+ - `convnext_original.py` - Original ConvNeXt model
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+ - `convnext_finetune.py` - Fine-tuned ConvNeXt model
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+
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+ ### 3. Sample Images
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+ - Upload the entire `sample_image/` folder with all images
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+
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+ ### 4. Model Weights (Download from Box first)
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+ **IMPORTANT**: Download these files from Box first: https://utexas.box.com/s/8aw6axc2lofouja65uc726lca8b1cduf
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+
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+ Then create these directories and upload:
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+ - `feature_models/convnext_tiny_22k_224.pth` (170MB)
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+ - `feature_models/triqa_quality_aware.pth` (107MB)
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+ - `Regression_Models/KonIQ_scaler.save`
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+ - `Regression_Models/KonIQ_TRIQA.save` (111MB)
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+
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+ ## Upload Steps
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+
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+ 1. **Create the Space** on Hugging Face
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+ 2. **Upload files** using the web interface or Git
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+ 3. **Wait for build** (2-5 minutes)
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+ 4. **Test the demo** with sample images
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+
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+ ## Expected Result
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+
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+ The demo will show:
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+ - Image upload interface
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+ - Quality assessment button
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+ - Sample images for testing
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+ - Quality score output (1-5 scale)
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+ - Paper links and citation
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+
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+ ## Troubleshooting
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+
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+ If the demo doesn't work:
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+ 1. Check that all model files are uploaded
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+ 2. Verify file paths are correct
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+ 3. Check the Space logs for errors
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+ 4. Ensure all dependencies are in requirements.txt