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Microsoft Research

Microsoft Research

Technology and AI 359,000 subscribers

Topological Data Analysis: potential applications to computer vision

11.10.2019 13,264 views
Published: 11.10.2019 Category: Technology and AI Views: 13,264

Episode details

Episode description

Topological Data Analysis quantifies hidden topological structures in big raw noisy data. The flagship tool (persistent homology) summarises the underlying structure across all scales. The stability result says that such a summary (persistence diagram) is robust to noise. We shall review potential approaches to combine topological data analysis and machine learning for practical problems in computer vision.

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