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Probabilistic Models and Inference for Multi-View People Detection in Overlapping Depth Images
- Format:
- Book
- Author/Creator:
- Wetzel, Johannes
- Series:
- Forschungsberichte aus der Industriellen Informationstechnik
- Language:
- English
- Physical Description:
- 1 online resource (204 p.)
- Place of Publication:
- Karlsruhe KIT Scientific Publishing 2022
- Language Note:
- English
- Summary:
- 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.
- ISBN:
- 1000144094
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