Video To Video Face Recognition For Low Quality Surveillance Data

Author : Herrmann, Christian
Publisher : KIT Scientific Publishing
Page : 180 pages
File Size : 47,6 Mb
Release : 2018-08-03
Category : Electronic computers. Computer science
ISBN : 9783731507994

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Video-to-Video Face Recognition for Low-Quality Surveillance Data by Herrmann, Christian Pdf

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 search for persons in the data. This work targets efficient representations of low-quality face sequences to enable fast and accurate face search. Novel concepts for multi-scale analysis, dataset augmentation, CNN loss function, and sequence description lead to improvements over state-of-the-art methods on surveillance video footage.

Author : Christian Herrmann
Publisher : Unknown
Page : 170 pages
File Size : 51,5 Mb
Release : 2020-10-09
Category : Technology & Engineering
ISBN : 1013278933

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Video-to-Video Face Recognition for Low-Quality Surveillance Data by Christian Herrmann Pdf

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 search for persons in the data. This work targets efficient representations of low-quality face sequences to enable fast and accurate face search. Novel concepts for multi-scale analysis, dataset augmentation, CNN loss function, and sequence description lead to improvements over state-of-the-art methods on surveillance video footage. This work was published by Saint Philip Street Press pursuant to a Creative Commons license permitting commercial use. All rights not granted by the work's license are retained by the author or authors.

Author : Jude Hemanth,Robert Bestak,Joy Iong-Zong Chen
Publisher : Springer Nature
Page : 891 pages
File Size : 46,5 Mb
Release : 2021-02-12
Category : Technology & Engineering
ISBN : 9789811595097

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Intelligent Data Communication Technologies and Internet of Things by Jude Hemanth,Robert Bestak,Joy Iong-Zong Chen Pdf

This book solicits the innovative research ideas and solutions for almost all the intelligent data intensive theories and application domains. The proliferation of various mobile and wireless communication networks has paved way to foster a high demand for intelligent data processing and communication technologies. The potential of data in wireless mobile networks is enormous, and it constitutes to improve the communication capabilities profoundly. As the networking and communication applications are becoming more intensive, the management of data resources and its flow between various storage and computing resources are posing significant research challenges to both ICT and data science community. The general scope of this book covers the design, architecture, modeling, software, infrastructure and applications of intelligent communication architectures and systems for big data or data-intensive applications. In particular, this book reports the novel and recent research works on big data, mobile and wireless networks, artificial intelligence, machine learning, social network mining, intelligent computing technologies, image analysis, robotics and autonomous systems, data security and privacy.

Author : Qu, Chengchao
Publisher : KIT Scientific Publishing
Page : 234 pages
File Size : 46,8 Mb
Release : 2018-10-02
Category : Electronic
ISBN : 9783731508281

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Facial Texture Super-Resolution by Fitting 3D Face Models by Qu, Chengchao Pdf

Author : Meshram, Ankush
Publisher : KIT Scientific Publishing
Page : 224 pages
File Size : 49,6 Mb
Release : 2023-06-19
Category : Electronic
ISBN : 9783731512578

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Self-learning Anomaly Detection in Industrial Production by Meshram, Ankush Pdf

Configuring an anomaly-based Network Intrusion Detection System for cybersecurity of an industrial system in the absence of information on networking infrastructure and programmed deterministic industrial process is challenging. Within the research work, different self-learning frameworks to analyze passively captured network traces from PROFINET-based industrial system for protocol-based and process behavior-based anomaly detection are developed, and evaluated on a real-world industrial system.

Author : Sommer, Lars Wilko
Publisher : KIT Scientific Publishing
Page : 276 pages
File Size : 45,6 Mb
Release : 2022-02-09
Category : Computers
ISBN : 9783731511137

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Deep Learning based Vehicle Detection in Aerial Imagery by Sommer, Lars Wilko Pdf

This book proposes a novel deep learning based detection method, focusing on vehicle detection in aerial imagery recorded in top view. The base detection framework is extended by two novel components to improve the detection accuracy by enhancing the contextual and semantical content of the employed feature representation. To reduce the inference time, a lightweight CNN architecture is proposed as base architecture and a novel module that restricts the search area is introduced.

Author : Dürr, Fabian
Publisher : KIT Scientific Publishing
Page : 248 pages
File Size : 52,7 Mb
Release : 2023-10-09
Category : Electronic
ISBN : 9783731513148

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Multimodal Panoptic Segmentation of 3D Point Clouds by Dürr, Fabian Pdf

The understanding and interpretation of complex 3D environments is a key challenge of autonomous driving. Lidar sensors and their recorded point clouds are particularly interesting for this challenge since they provide accurate 3D information about the environment. This work presents a multimodal approach based on deep learning for panoptic segmentation of 3D point clouds. It builds upon and combines the three key aspects multi view architecture, temporal feature fusion, and deep sensor fusion.

Author : Dan Schonfeld,Caifeng Shan,Dacheng Tao,Liang Wang
Publisher : Springer
Page : 388 pages
File Size : 44,9 Mb
Release : 2010-04-20
Category : Technology & Engineering
ISBN : 9783642129001

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Video Search and Mining by Dan Schonfeld,Caifeng Shan,Dacheng Tao,Liang Wang Pdf

As cameras become more pervasive in our daily life, vast amounts of video data are generated. The popularity of YouTube and similar websites such as Tudou and Youku provides strong evidence for the increasing role of video in society. One of the main challenges confronting us in the era of information technology is to - fectively rely on the huge and rapidly growing video data accumulating in large multimedia archives. Innovative video processing and analysis techniques will play an increasingly important role in resolving the difficult task of video search and retrieval. A wide range of video-based applications have benefited from - vances in video search and mining including multimedia information mana- ment, human-computer interaction, security and surveillance, copyright prot- tion, and personal entertainment, to name a few. This book provides an overview of emerging new approaches to video search and mining based on promising methods being developed in the computer vision and image analysis community. Video search and mining is a rapidly evolving discipline whose aim is to capture interesting patterns in video data. It has become one of the core areas in the data mining research community. In comparison to other types of data mining (e. g. text), video mining is still in its infancy. Many challenging research problems are facing video mining researchers.

Author : Becker, Stefan
Publisher : KIT Scientific Publishing
Page : 228 pages
File Size : 52,6 Mb
Release : 2020-12-02
Category : Computers
ISBN : 9783731510383

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Dynamic Switching State Systems for Visual Tracking by Becker, Stefan Pdf

This work addresses the problem of how to capture the dynamics of maneuvering objects for visual tracking. Towards this end, the perspective of recursive Bayesian filters and the perspective of deep learning approaches for state estimation are considered and their functional viewpoints are brought together.

Author : Beyerer, Jürgen,Zander, Tim
Publisher : KIT Scientific Publishing
Page : 192 pages
File Size : 46,6 Mb
Release : 2021-06-22
Category : Computers
ISBN : 9783731510918

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Proceedings of the 2020 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by Beyerer, Jürgen,Zander, Tim Pdf

In 2020 fand der jährliche Workshop des Faunhofer IOSB und the Lehrstuhls für interaktive Echtzeitsysteme statt. Vom 27. bis zum 31. Juli trugen die Doktorranden der beiden Institute über den Stand ihrer Forschung vor in Themen wie KI, maschinellen Lernen, computer vision, usage control, Metrologie vor. Die Ergebnisse dieser Vorträge sind in diesem Band als technische Berichte gesammelt. - In 2020, the annual joint workshop of the Fraunhofer IOSB and the Vision and Fusion Laboratory of the KIT was hosted at the IOSB in Karlsruhe. For a week from the 27th to the 31st July the doctoral students of both institutions presented extensive reports on the status of their research and discussed topics ranging from computer vision and optical metrology to network security, usage control and machine learning. The results and ideas presented at the workshop are collected in this book.

Author : Beyerer, Jürgen,Zander, Tim
Publisher : KIT Scientific Publishing
Page : 140 pages
File Size : 45,7 Mb
Release : 2023-07-05
Category : Electronic
ISBN : 9783731513049

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Proceedings of the 2022 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by Beyerer, Jürgen,Zander, Tim Pdf

In August 2022, Fraunhofer IOSB and IES of KIT held a joint workshop in a Schwarzwaldhaus near Triberg. Doctoral students presented research reports and discussed various topics like computer vision, optical metrology, network security, usage control, and machine learning. This book compiles the workshop's results and ideas, offering a comprehensive overview of the research program of IES and Fraunhofer IOSB.

Author : Beyerer, Jürgen,Zander, Tim
Publisher : KIT Scientific Publishing
Page : 242 pages
File Size : 43,6 Mb
Release : 2022-07-05
Category : Computers
ISBN : 9783731511717

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Proceedings of the 2021 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by Beyerer, Jürgen,Zander, Tim Pdf

2021, the annual joint workshop of the Fraunhofer IOSB and KIT IES was hosted at the IOSB in Karlsruhe. For a week from the 2nd to the 6th July the doctoral students extensive reports on the status of their research. The results and ideas presented at the workshop are collected in this book in the form of detailed technical reports.

Author : Hug, Ronny
Publisher : KIT Scientific Publishing
Page : 224 pages
File Size : 53,5 Mb
Release : 2022-07-12
Category : Mathematics
ISBN : 9783731511984

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Probabilistic Parametric Curves for Sequence Modeling by Hug, Ronny Pdf

This work proposes a probabilistic extension to Bézier curves as a basis for effectively modeling stochastic processes with a bounded index set. The proposed stochastic process model is based on Mixture Density Networks and Bézier curves with Gaussian random variables as control points. A key advantage of this model is given by the ability to generate multi-mode predictions in a single inference step, thus avoiding the need for Monte Carlo simulation.

Author : Beyerer, Jürgen,Zander, Tim
Publisher : KIT Scientific Publishing
Page : 170 pages
File Size : 48,7 Mb
Release : 2020-10-23
Category : Computers
ISBN : 9783731510284

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Proceedings of the 2019 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by Beyerer, Jürgen,Zander, Tim Pdf

In 2019 fand wieder der jährliche Workshop des Fraunhofer IOSB und des Lehrstuhls für Interaktive Echtzeitsysteme des Karlsruher Insitut für Technologie statt. Die Doktoranden beider Institutionen präsentierten den Fortschritt ihrer Forschung in den Themen Maschinelles Lernen, Machine Vision, Messtechnik, Netzwerksicherheit und Usage Control. Die Ideen dieses Workshops sind in diesem Buch gesammelt in der Form technischer Berichte. - In 2019 again, the annual joint workshop of the Fraunhofer IOSB and the Vision and Fusion Laboratory of the Karlsruhe Institute of Technology took place. The doctoral students of both institutions presented extensive reports on the status of their research and discussed topics ranging from computer vision and optical metrology to network security, usage control and machine learning. The results and ideas presented at the workshop are collected in this book in the form of technical reports.

Author : Beyerer, Jürgen,Taphanel, Miro
Publisher : KIT Scientific Publishing
Page : 136 pages
File Size : 47,9 Mb
Release : 2019-07-12
Category : Computers
ISBN : 9783731509363

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Proceedings of the 2018 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by Beyerer, Jürgen,Taphanel, Miro Pdf