Search this site
Embedded Files
Skip to main content
Skip to navigation
Computer Vision Tutorial
Home
Environment Setup
Install Conda, keras, Tensorflow
Install OpenCV
Setup AWS GPU
Intro to Computer Vision
Image Classification Pipeline
Pre-processing
Image Segmentation
Features Extraction
Project 1: License Plate Detection
Intro to Deep Learning
Convolutional Neural Networks
Convolutional Layers
Stride and padding
Pooling
Putting it all together
Project 2: MNIST Classifier
Additional Resources
Machine Learning Strategy
CNN Architechture
Object Detection
Object Segmentation
Transfer Learning
What's next? (WIP)
Computer Vision Tutorial
Object Detection
Rich feature hierarchies for accurate object detection and semantic segmentation by Girshick et. al
ROI Pooling:
Faster R-CNN:
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks by Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun
Notable Object Detection Methods:
SSD: Single Shot MultiBox Detector
by
Wei Liu
,
Dragomir Anguelov
,
Dumitru Erhan
,
Christian Szegedy
,
Scott Reed
,
Cheng-Yang Fu
,
Alexander C. Berg
YOLO9000: Better, Faster, Stronger
by
Joseph Redmon
,
Ali Farhadi
Mask R-CNN by Kaiming He, Georgia Gkioxari, Piotr Dollar and Ross Girshick
Google Sites
Report abuse
Google Sites
Report abuse