Some of the image and video processing projects using OpenCV and OpenCV DNN module.
Basics:
- Image Basics and Capturing an Image
- Video Basics and capturing a video
- Image Transformation
- Color Spaces
- Image Annotation
- Blob/ Edge / Contour Detection
Hands-on projects using OpenCV and pytorch:
- Classification using pre-trained models(alexnet , resnet, densenet121)
- Object detection using Faster-RCNN resnet50_fpn
- Realtime object detection using SSD mobilenet v2
- Semantic Segmentation using fcn resnet101 and deeplab v3 resnet101
- Instance Segmentation using maskrcnn resnet50_fpn