October 2016
Intermediate to advanced
558 pages
12h 39m
English
Content preview from OpenCV: Computer Vision Projects with PythonBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Speeded Up Robust Features (SURF)
Even though SIFT is nice and useful, it's computationally intensive. This means that it's slow and we will have a hard time implementing a real-time system if it uses SIFT. We need a system that's fast and has all the advantages of SIFT. If you remember, SIFT uses the difference of Gaussian to build the pyramid and this process is slow. So, to overcome this, SURF uses a simple box filter to approximate the Gaussian. The good thing is that this is really easy to compute and it's reasonably fast. There's a lot of documentation available online on SURF at http://opencv-python-tutroals.readthedocs.org/en/latest/py_tutorials/py_feature2d/py_surf_intro/py_surf_intro.html?highlight=surf. So, you can go through it to ...
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