About this document
YOLOv3 Helmet Detection Enhancement by Surya Periasamy is a document available to read on EtoBox.
This document proposes improvements to the YOLOv3 object detection algorithm for unbalanced datasets. It first reviews relevant research on region-based CNN and YOLO models. It then describes the YOLOv3 architecture and identifies its decreased accuracy on unbalanced data. The authors introduce their approach to address this by performing feature extraction on the dataset and applying image enhancement preprocessing methods before training YOLOv3 on MXNet to improve detection confidence and localization for
- Author
- Surya Periasamy
- Language
- EN