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Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking
Language: en
Pages: 296
Authors: Grinberg, Michael
Categories: Electronic computers. Computer science
Type: BOOK - Published: 2018-08-10 - Publisher: KIT Scientific Publishing

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This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identificati
Image-Based 3D Reconstruction of Dynamic Objects Using Instance-Aware Multibody Structure from Motion
Language: en
Pages: 194
Authors: Bullinger, Sebastian
Categories: Computers
Type: BOOK - Published: 2020-08-26 - Publisher: KIT Scientific Publishing

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"This work proposes a Multibody Structure from Motion (MSfM) algorithm for moving object reconstruction that incorporates instance-aware semantic segmentation a
Video-to-Video Face Recognition for Low-Quality Surveillance Data
Language: en
Pages: 180
Authors: Herrmann, Christian
Categories: Electronic computers. Computer science
Type: BOOK - Published: 2018-08-03 - Publisher: KIT Scientific Publishing

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The availability of video data is an opportunity and a challenge for law enforcement agencies. Face recognition methods can play a key role in the automated sea
Deep Learning based Vehicle Detection in Aerial Imagery
Language: en
Pages: 276
Authors: Sommer, Lars Wilko
Categories: Computers
Type: BOOK - Published: 2022-02-09 - Publisher: KIT Scientific Publishing

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This book proposes a novel deep learning based detection method, focusing on vehicle detection in aerial imagery recorded in top view. The base detection framew
Dynamic Switching State Systems for Visual Tracking
Language: en
Pages: 228
Authors: Becker, Stefan
Categories: Computers
Type: BOOK - Published: 2020-12-02 - Publisher: KIT Scientific Publishing

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This work addresses the problem of how to capture the dynamics of maneuvering objects for visual tracking. Towards this end, the perspective of recursive Bayesi