Topological data analysis in computer vision

Alexander Bernstein; Eugeny Burnaev; Maxim Sharaev; Ekaterina Kondrateva; Oleg Kachan

doi:10.1117/12.2562501

31 January 2020 Topological data analysis in computer vision

Alexander Bernstein, Eugeny Burnaev, Maxim Sharaev, Ekaterina Kondrateva, Oleg Kachan

Proceedings Volume 11433, Twelfth International Conference on Machine Vision (ICMV 2019); 114332H (2020) https://doi.org/10.1117/12.2562501
Event: Twelfth International Conference on Machine Vision, 2019, Amsterdam, Netherlands

Abstract

The paper will provide examples of computer vision tasks in which topological data analysis gave new effective solutions. Ideas underlying topological data analysis and its basic methods will be briefly described and illustrated with examples of computer vision problems. No prior knowledge in topological data analysis and computational geometry is assumed, a brief introduction to subject is given throughout the text.

Citation Download Citation

Alexander Bernstein, Eugeny Burnaev, Maxim Sharaev, Ekaterina Kondrateva, and Oleg Kachan "Topological data analysis in computer vision", Proc. SPIE 11433, Twelfth International Conference on Machine Vision (ICMV 2019), 114332H (31 January 2020); https://doi.org/10.1117/12.2562501

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