Open Source Multipurpose Multimedia Annotation Tool

Silva, Joed Lopes da; Tabata, Alan Naoto; Broto, Lucas Cardoso; Cocron, Marta Pereira; Zimmer, Alessandro; Brandmeier, Thomas

doi:10.1007/978-3-030-50347-5_31

Cited by 4 publications

(2 citation statements)

References 15 publications

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“…There are different open-source tools for annotating objects and features in image videos ( da Silva et al, 2020 ; Dutta and Zisserman, 2019 ; Biresaw et al, 2016 ; Riegler, 2014 ; Yuen et al, 2009 ). Most of them require a manual annotation by an annotator in every frame.…”

Section: Related Workmentioning

confidence: 99%

A novel approach for automatic annotation of human actions in 3D point clouds for flexible collaborative tasks with industrial robots

Krusche

Naser²,

Bdiwi³

et al. 2023

Front. Robot. AI

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Manual annotation for human action recognition with content semantics using 3D Point Cloud (3D-PC) in industrial environments consumes a lot of time and resources. This work aims to recognize, analyze, and model human actions to develop a framework for automatically extracting content semantics. Main Contributions of this work: 1. design a multi-layer structure of various DNN classifiers to detect and extract humans and dynamic objects using 3D-PC preciously, 2. empirical experiments with over 10 subjects for collecting datasets of human actions and activities in one industrial setting, 3. development of an intuitive GUI to verify human actions and its interaction activities with the environment, 4. design and implement a methodology for automatic sequence matching of human actions in 3D-PC. All these procedures are merged in the proposed framework and evaluated in one industrial Use-Case with flexible patch sizes. Comparing the new approach with standard methods has shown that the annotation process can be accelerated by 5.2 times through automation.

show abstract

Section: Related Workmentioning

confidence: 99%

A novel approach for automatic annotation of human actions in 3D point clouds for flexible collaborative tasks with industrial robots

Krusche

Naser²,

Bdiwi³

et al. 2023

Front. Robot. AI

View full text Add to dashboard Cite

show abstract

“…In literature, there are different open-source video annotation tools [31][32][33][34][35][36]. Only some of them have the ''interpolation'' functionality (e.g., VATIC [37] and CVAT [38]) to track moving targets.…”

Section: Positive Impactsmentioning

confidence: 99%