Pneumonia Detection System¶
Overview¶
A deep learning model using Convolutional Neural Networks (CNNs) to detect pneumonia from chest X-ray images, providing automated diagnostic assistance to healthcare professionals.
Key Features¶
- Deep Learning: CNN architecture for image classification
- Medical Imaging: Specialized for chest X-ray analysis
- High Accuracy: Trained on large medical imaging datasets
- Automated Diagnosis: Fast and reliable pneumonia detection
- Clinical Support: Assists healthcare professionals in diagnosis
Technologies¶
- Framework: TensorFlow/Keras
- Model: Custom CNN architecture
- Dataset: Chest X-ray imaging datasets
- Preprocessing: Medical image normalization and augmentation
Clinical Impact¶
- Faster preliminary diagnosis
- Reduced healthcare professional workload
- Improved diagnostic accuracy
- Accessible medical AI tool