Introduction to Deep Learning with OpenCV

Learn how to use OpenCV, the popular computer vision library, to run pretrained deep learning models.

Introduction

• Generate insights from digital images and video with OpenCV
• What you should know before watching this course
• Install Python and Anaconda
• Create a virtual environment
• Install a text editor

1. Deep Learning with OpenCV

• What is deep learning?
• What is OpenCV?
• Deep learning for OpenCV

2. Image and Videos in OpenCV

• Viewing images in OpenCV
• Working with color channels
• Viewing videos in OpenCV

3. Working with the Deep Neural Networks (dnn) Module

• Overview of the dnn process
• Working with blobs

4. Working with Deep Learning Models

• Classification for an image: Getting the classes
• Classification for an image: Inference
• Classification for a video
• YOLOv3
• YOLOv3 in action

Conclusion

• Next steps