Object Detection ABCs - Setting Up Metrics

These are my notes on refreshing my object detection knowledge. We will start with bounding boxes for localization and cover everything we need before jumping in to implement YOLO algorithms. This tutorial includes answers to the following questions: What is localization? What are a bounding box and sliding window? How to measure the success of a predicted bounding box: Intersection over the union. How to get rid of extra bounding boxes: Non-max suppression. Evaluation Metric for Object Detection: Mean average precision Check references for addresses of the images. Object Detection Object Detection is finding objects in an image and where they are located in the image. Adding localization or location on detected objects for a classification task will give us object detection. ...

November 22, 2022 · 2 min · 252 words