Building YOLO Neural Networks for Object Detection in Python and PyTorch - Part 1
Neural Breakdown with AVB via YouTube
Overview
Syllabus
- Intro
- Object Detection
- YOLO
- Dataset
- Preprocessing
- Python code
- Data Augmentations with Albumentations
- Basic YOLO architecture
- YOLO-Darknet Backbone
- Basic YOLO Neck
- YOLO Head
- YOLO Loss Function
- Postprocessing Python code
- Issues with Basic YOLO architecture
- Feature Pyramid Networks FPNs
- Non Maximum Suppression NMS
- Results & Future work
Taught by
Neural Breakdown with AVB