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You're reading from  OpenCV for Secret Agents

Product typeBook
Published inJan 2015
Reading LevelIntermediate
PublisherPackt
ISBN-139781783287376
Edition1st Edition
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Joseph Howse
Joseph Howse
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Joseph Howse

Joseph Howse lives in a Canadian fishing village, where he chats with his cats, crafts his books, and nurtures an orchard of hardy fruit trees. He is President of Nummist Media Corporation, which exists to support his books and to provide mentoring and consulting services, with a specialty in computer vision. On average, in 2015-2022, Joseph has written 1.4 new books or new editions per year for Packt. He also writes fiction, including an upcoming novel about the lives of a group of young people in the last days of the Soviet Union.
Read more about Joseph Howse

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Understanding optical flow


Optical flow is the pattern of apparent motion between two consecutive frames of video. We will select feature points in the first frame and try to determine where those features have gone in the second frame. This search is subject to a few caveats:

  • We will make no attempt to distinguish between camera motion and subject motion.

  • We assume that a feature's color or brightness remains similar between frames.

  • We assume that neighboring pixels have a similar motion.

OpenCV's calcOpticalFlowPyrLK function implements the Lucas-Kanade method of computing optical flow. Lucas-Kanade relies on a 3 x 3 neighborhood (that is, 9 pixels) around each feature. Taking each feature's neighborhood from the first frame, we will try to find the best matching neighborhood in the second frame, based on the least squared error. OpenCV's implementation of Lucas-Kanade uses an image pyramid, meaning it performs the search at various scales. Thus, it supports large or small motions alike. PyrLk...

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OpenCV for Secret Agents
Published in: Jan 2015Publisher: PacktISBN-13: 9781783287376

Author (1)

author image
Joseph Howse

Joseph Howse lives in a Canadian fishing village, where he chats with his cats, crafts his books, and nurtures an orchard of hardy fruit trees. He is President of Nummist Media Corporation, which exists to support his books and to provide mentoring and consulting services, with a specialty in computer vision. On average, in 2015-2022, Joseph has written 1.4 new books or new editions per year for Packt. He also writes fiction, including an upcoming novel about the lives of a group of young people in the last days of the Soviet Union.
Read more about Joseph Howse