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- # 🧠 ImprovedPneumoniaCNN: Pneumonia Detection from Chest X-rays
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  This repository hosts `ImprovedPneumoniaCNN`, a custom Convolutional Neural Network model designed to detect **Pneumonia** from chest X-ray images. It incorporates enhancements like dropout, batch normalization, SiLU activation, and Convolutional Block Attention Module (CBAM) for improved robustness and generalization.
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  ---
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- ## 📊 Evaluation Results
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  | Metric | Score |
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  |----------|---------|
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  ### Confusion Matrix
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- [[1680 42]
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- [ 74 1782]]
 
 
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- ## 🚀 How to Use
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- ### 🔧 Install Dependencies
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  ```bash
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  pip install torch torchvision albumentations scikit-learn matplotlib seaborn
 
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+ # ImprovedPneumoniaCNN: Pneumonia Detection from Chest X-rays
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  This repository hosts `ImprovedPneumoniaCNN`, a custom Convolutional Neural Network model designed to detect **Pneumonia** from chest X-ray images. It incorporates enhancements like dropout, batch normalization, SiLU activation, and Convolutional Block Attention Module (CBAM) for improved robustness and generalization.
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  ---
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+ ## Evaluation Results
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  | Metric | Score |
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  |----------|---------|
 
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  ### Confusion Matrix
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+ | Normal| Pneumonia |
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+ |-------|-----------|
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+ | 1680 | 42 |
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+ | 74 | 1782 |
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  ---
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  ---
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+ ## How to Use
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+ ### Install Dependencies
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  ```bash
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  pip install torch torchvision albumentations scikit-learn matplotlib seaborn