Brain Tumor Detection using YOLOv8
- Tech Stack: Python, YOLOv8, PyTorch, Computer Vision
- Github URL: Project Link
Implemented a YOLOv8-based deep learning model using PyTorch to accurately detect and classify brain tumors in MRI scans, enhancing diagnostic efficiency and reliability
Features- Automated Brain Tumor Detection: Utilizes YOLOv8 for accurate detection of tumors in MRI scans.
- Data Preprocessing and Augmentation: Robust preprocessing pipeline to enhance model performance.
- Explainability with Grad-CAM: Visualizes model's focus areas to provide insights into detection.
- Customizable Parameters: Hyperparameter tuning for model optimization.
- Mean Average Precision (mAP@0.5): 85%
- Precision: 83%
- Recall: 80%
- F1-Score: 81%