Computer Vision

Basic Computer Vision

• Image Filters
  • Smoothing
  • Edge Detection
• Hough Transformation
  • Detecting lines in images
  • Detecting Circles in images
  • Detecting generic parametric shapes
• Stereo Vision
  • Disparity Maps

Advanced Computer Vision

• Building Codebooks from Codewords
  • K-Means Clustering To Find Codewords
• Deep Learning
  • Convolutional Neural Networks (CNN)
  • Recursive Convolutional Neural Networks (RCNN)

Software Tools

• OpenCV
• MATLAB / Octave
• VLFeat

External Resources

• Book Computer Vision: A Modern Approach, David Forsyth & Jean Ponce, 2^nd Edition, 2012
• Book Computer and Machine Vision, Roy Davies, 4^th Edition, 2012
• Periodical International Journal of Computer Vision
• Conference Computer Vision and Pattern Recognition (CVPR) - Best Paper Awards
• Online Course Introduction To Computer Vision, Aaron Bobick et al, Udacity
• Videos Computer Vision @ videolectures.net
• Course Notes Stanford CS231n Convolutional Neural Networks for Visual Recognition