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Building Computer Vision Projects with OpenCV 4 and C++
book

Building Computer Vision Projects with OpenCV 4 and C++

by David Millan Escriva, Prateek Joshi, Vinicius G. Mendonca, Roy Shilkrot
March 2019
Intermediate to advanced
538 pages
13h 38m
English
Packt Publishing
Content preview from Building Computer Vision Projects with OpenCV 4 and C++

Farneback algorithm

Gunnar Farneback proposed this optical flow algorithm and it's used for dense tracking. Dense tracking is used extensively in robotics, augmented reality, and 3D mapping. You can check out the original paper here: http://www.diva-portal.org/smash/get/diva2:273847/FULLTEXT01.pdf. The Lucas-Kanade method is a sparse technique, which means that we only need to process some pixels in the entire image. The Farneback algorithm, on the other hand, is a dense technique that requires us to process all the pixels in the given image. So, obviously, there is a trade-off here. Dense techniques are more accurate, but they are slower. Sparse techniques are less accurate, but they are faster. For real-time applications, people tend to ...

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Publisher Resources

ISBN: 9781838644673