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We are proceeding towards the age of automation and robotic integration of our production lines [5]. Effective quality-control systems have to be put in place to maintain the quality of manufactured components. Among different…

Computer Vision and Pattern Recognition · Computer Science 2019-01-28 Sarthak J Shetty

Visual Quality Inspection plays a crucial role in modern manufacturing environments as it ensures customer safety and satisfaction. The introduction of Computer Vision (CV) has revolutionized visual quality inspection by improving the…

Computer Vision and Pattern Recognition · Computer Science 2025-06-18 Christoph Huber , Dino Knoll , Michael Guthe

The usage and impact of deep learning for cleaner production and sustainability purposes remain little explored. This work shows how deep learning can be harnessed to increase sustainability in production and product usage. Specifically, we…

Machine Learning · Computer Science 2023-03-28 Jannis Walk , Niklas Kühl , Michael Saidani , Jürgen Schatte

The steady rollout of Industrial IoT (IIoT) technology in the manufacturing domain embodies the potential to implement smarter and more resilient production processes. To this end, it is expected that there will be a strong reliance of…

Networking and Internet Architecture · Computer Science 2023-10-02 Armir Bujari , Alessandro Calvio , Andrea Garbugli , Paolo Bellavista

Digital twins (DTs) are an emerging capability in additive manufacturing (AM), set to revolutionize design optimization, inspection, in situ monitoring, and root cause analysis. AM DTs typically incorporate multimodal data streams, ranging…

Human-Computer Interaction · Computer Science 2024-05-22 Vuthea Chheang , Saurabh Narain , Garrett Hooten , Robert Cerda , Brian Au , Brian Weston , Brian Giera , Peer-Timo Bremer , Haichao Miao

Visual quality inspection in automotive production is essential for ensuring the safety and reliability of vehicles. Computer vision (CV) has become a popular solution for these inspections due to its cost-effectiveness and reliability.…

Computer Vision and Pattern Recognition · Computer Science 2025-05-13 Christoph Huber , Ludwig Schleeh , Dino Knoll , Michael Guthe

A major bottleneck of interdisciplinary computer vision (CV) research is the lack of a framework that eases the reuse and abstraction of state-of-the-art CV models by CV and non-CV researchers alike. We present here BU-CVKit, a computer…

Computer Vision and Pattern Recognition · Computer Science 2023-06-09 Mahir Patel , Lucas Carstensen , Yiwen Gu , Michael E. Hasselmo , Margrit Betke

The advancing industrial digitalization enables evolved process control schemes that rely on accurate models learned through data-driven approaches. While they provide high control performance and are robust to smaller deviations, a larger…

Networking and Internet Architecture · Computer Science 2025-05-09 Ike Kunze , Dominik Scheurenberg , Liam Tirpitz , Sandra Geisler , Klaus Wehrle

Early-stage visual quality inspection is vital for achieving Zero-Defect Manufacturing and minimizing production waste in modern industrial environments. However, the complexity of robust visual inspection systems and their extensive data…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Jose Moises Araya-Martinez , Gautham Mohan , Kenichi Hayakawa Bolaños , Roberto Mendieta , Sarvenaz Sardari , Jens Lambrecht , Jörg Krüger

This research proposes a blockchain-based data visualization framework integrated with VR to get manufacturing insights. This framework is implemented at the testbed of the Future Factories Lab at the University of South Carolina. The…

Cryptography and Security · Computer Science 2024-06-26 Nitol Saha , Philip Samaha , Ramy Harik

Crystal Toolkit is an open source tool for viewing, analyzing and transforming crystal structures, molecules and other common forms of materials science data in an interactive way. It is intended to help beginners rapidly develop web-based…

In recent years, several companies and researchers have started to tackle the problem of damage recognition within the scope of automated inspection of built structures. While companies are neither willing to publish associated data nor…

Computer Vision and Pattern Recognition · Computer Science 2022-02-16 Johannes Flotzinger , Philipp J. Rösch , Norbert Oswald , Thomas Braml

Modern industry requires modern solutions for monitoring the automatic production of goods. Smart monitoring of the functionality of the mechanical parts of technology systems or machines is mandatory for a fully automatic production…

Computer Vision and Pattern Recognition · Computer Science 2022-01-11 Ioannis D. Apostolopoulos , Mpesiana Tzani

Cloud-assisted Cognitive Internet of Things has powerful data analytics abilities based on the computing and data storage capabilities of cloud virtual machines, which makes protecting virtual machine filesystem very important for the whole…

Cryptography and Security · Computer Science 2018-04-06 Dongyang Zhan , Lin Ye , Hongli Zhang , Binxing Fang , Huhua Li , Yang Liu , Xiaojiang Du , Mohsen Guizani

Virtual and augmented reality are currently enjoying a great deal of attention from the research community and the industry towards their adoption within industrial spaces and processes. However, the current design and implementation…

Human-Computer Interaction · Computer Science 2023-06-19 Christos Anagnostopoulos , Georgios Mylonas , Apostolos P. Fournaris , Christos Koulamas

In this report, we present our work in visualization and augmented reality technologies supporting collaboration in manufacturing automation. Our approach is based on (i) analysis based on spatial models of automation environments, (ii)…

Software Engineering · Computer Science 2017-11-17 Ian D. Peake , Jan Olaf Blech , Shyam Nath , Jacob Jacky Aharon , Argyll McGhie

The traditional production paradigm of large batch production does not offer flexibility towards satisfying the requirements of individual customers. A new generation of smart factories is expected to support new multi-variety and…

Artificial Intelligence · Computer Science 2023-04-17 Jiafu Wan , Xiaomin Li , Hong-Ning Dai , Andrew Kusiak , Miguel Martínez-García , Di Li

Due to the critical importance of Industrial Control Systems (ICS) to the operations of cities and countries, research into the security of critical infrastructure has become increasingly relevant and necessary. As a component of both the…

Cryptography and Security · Computer Science 2021-12-17 Sean O'Toole , Cameron Sewell , Hoda Mehrpouyan

Increasing deployment of photovoltaics (PV) plants demands for cheap and fast inspection. A viable tool for this task is thermographic imaging by unmanned aerial vehicles (UAV). In this work, we develop a computer vision tool for the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-07 Lukas Bommes , Tobias Pickel , Claudia Buerhop-Lutz , Jens Hauch , Christoph Brabec , Ian Marius Peters

We present a long-term deployment study of a machine vision-based anomaly detection system for failure prediction in a steel rolling mill. The system integrates industrial cameras to monitor equipment operation, alignment, and hot bar…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Vaibhav Kurrey , Sivakalyan Pujari , Gagan Raj Gupta