CVFX Lecture 11: Feature evaluation and use

3,651 views · Published 27 February 2014 · 39:02 · Indexed 25 September 2026

Channel: Rich Radke · 2014 · Education

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ECSE-6969 Computer Vision for Visual Effects
Rich Radke, Rensselaer Polytechnic Institute
Lecture 11: Feature evaluation and use (2/27/14)

0:00:15  Detector and descriptor combinations
0:02:49  Feature evaluation: repeatability
0:08:09  Feature evaluation: matchability
0:13:35  Color features
0:15:45  Artificial features (tags)
0:26:55  Artificial features (3D structures)
0:30:18  Features in TV and movies
0:33:33  Features in consumer electronics (e.g., smartphones)

Follows Sections 4.3-4.5  of the textbook.  http://cvfxbook.com

Key references:

K. Mikolajczyk, T. Tuytelaars, C. Schmid, A. Zisserman, J. Matas, F. Schaffalitzky, T. Kadir, and L. Van Gool. A comparison of affine region detectors. International Journal of Computer Vision, 65(1):43--72, Nov. 2005. 
http://dx.doi.org/10.1007/s11263-005-3848-x

K. Mikolajczyk and C. Schmid. A performance evaluation of local descriptors. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(10):1615--30, Oct. 2005. 
http://dx.doi.org/10.1109/TPAMI.2005.188

M. Fiala. Designing highly reliable fiducial markers. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(7):1317--24, July 2010.
http://dx.doi.org/10.1109/TPAMI.2009.146

See also:
http://gizmodo.com/amazon-flow-is-the-wonderful-future-of-shopping-from-yo-1516828089
https://www.google.com/atap/projecttango/

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