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#
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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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| Metric | Score |
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|----------|---------|
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### Confusion Matrix
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##
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###
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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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## 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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## 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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