Project 5: Object Detection

Detect and localize multiple objects in images.

Difficulty

Advanced

Time Estimate

2-3 weeks

Skills You'll Practice

• Computer Vision
• Object Detection
• YOLO
• R-CNN

Learning Objectives

• Understand object detection architectures
• Implement YOLO
• Use R-CNN family
• Handle bounding box regression
• Evaluate with mAP

Dataset

COCO Dataset or custom dataset

Project Steps

1. Prepare object detection dataset
2. Implement YOLO
3. Try R-CNN variants
4. Train detection model
5. Evaluate with mAP
6. Real-time detection

Resources

• YOLO Documentation
• Object Detection Guide