Probabilistic Models and Inference for Multi-View People Detection in Overlapping Depth Images
Author | : Wetzel, Johannes |
Publisher | : KIT Scientific Publishing |
Total Pages | : 204 |
Release | : 2022-07-12 |
ISBN-10 | : 9783731511779 |
ISBN-13 | : 3731511770 |
Rating | : 4/5 (770 Downloads) |
Download or read book Probabilistic Models and Inference for Multi-View People Detection in Overlapping Depth Images written by Wetzel, Johannes and published by KIT Scientific Publishing. This book was released on 2022-07-12 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this work, the task of wide-area indoor people detection in a network of depth sensors is examined. In particular, we investigate how the redundant and complementary multi-view information, including the temporal context, can be jointly leveraged to improve the detection performance. We recast the problem of multi-view people detection in overlapping depth images as an inverse problem and present a generative probabilistic framework to jointly exploit the temporal multi-view image evidence.