Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking

Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking
Author :
Publisher : KIT Scientific Publishing
Total Pages : 296
Release :
ISBN-10 : 9783731507819
ISBN-13 : 3731507811
Rating : 4/5 (811 Downloads)

Book Synopsis Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking by : Grinberg, Michael

Download or read book Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking written by Grinberg, Michael and published by KIT Scientific Publishing. This book was released on 2018-08-10 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations.


Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking Related Books

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

GET EBOOK

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

GET EBOOK

"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

GET EBOOK

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

GET EBOOK

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

GET EBOOK

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