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Quality control is a critical aspect of manufacturing, particularly in ensuring the proper assembly of small components in production lines. Existing solutions often rely on single-view imaging or manual inspection, which are prone to…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Ali Nazeri , Shashank Mishra , Achim Wagner , Martin Ruskowski , Didier Stricker , Jason Rambach

Owing to the proliferation of user-generated videos on the Internet, blind video quality assessment (BVQA) at the edge attracts growing attention. The usage of deep-learning-based methods is restricted to be applied at the edge due to their…

Image and Video Processing · Electrical Eng. & Systems 2023-10-31 Zhanxuan Mei , Yun-Cheng Wang , C. -C. Jay Kuo

As hardware systems grow in complexity, security verification must keep up with them. Recently, artificial intelligence (AI) and large language models (LLMs) have started to play an important role in automating several stages of the…

Cryptography and Security · Computer Science 2026-04-03 Khan Thamid Hasan , Md Ajoad Hasan , Nashmin Alam , Md. Touhidul Islam , Upoma Das , Farimah Farahmandi

Digitization has led to smart, connected technologies be an integral part of businesses, governments and communities. For manufacturing digitization, there has been active research and development with a focus on Cloud Manufacturing (CM)…

Computer Vision and Pattern Recognition · Computer Science 2020-07-01 Aditya M. Deshpande , Anil Kumar Telikicherla , Vinay Jakkali , David A. Wickelhaus , Manish Kumar , Sam Anand

Most visual quality inspections in discrete manufacturing are composed of length, surface, angle or intensity measurements. Those are implemented as end-user configurable inspection tools that should not require an image processing expert…

Computer Vision and Pattern Recognition · Computer Science 2013-10-02 Tomislav Petković , Darko Jurić , Sven Lončarić

With the rapid growth of display devices, quality inspection via machine vision technology has become increasingly important for flat-panel displays (FPD) industry. This paper discloses a novel visual inspection system for liquid crystal…

Computer Vision and Pattern Recognition · Computer Science 2021-01-12 Yuanyuan Ding , Junchi Yan , Guoqiang Hu , Jun Zhu

The Digital Twin Brain (DTB) is an advanced artificial intelligence framework that integrates spiking neurons to simulate complex cognitive functions and collaborative behaviors. For domain experts, visualizing the DTB's simulation outcomes…

Human-Computer Interaction · Computer Science 2025-05-30 Jun-Hsiang Yao , Mingzheng Li , Jiayi Liu , Yuxiao Li , Jielin Feng , Jun Han , Qibao Zheng , Jianfeng Feng , Siming Chen

We present VERIFAI, a software toolkit for the formal design and analysis of systems that include artificial intelligence (AI) and machine learning (ML) components. VERIFAI particularly seeks to address challenges with applying formal…

Industry 4.0 has become a driver for the entire manufacturing industry. Smart systems have enabled 30% productivity increases and predictive maintenance has been demonstrated to provide a 50% reduction in machine downtime. So far, the…

Systems and Control · Electrical Eng. & Systems 2023-04-11 Taner Dosluoglu , Martin MacDonald

Artificial Intelligence plays a main role in supporting and improving smart manufacturing and Industry 4.0, by enabling the automation of different types of tasks manually performed by domain experts. In particular, assessing the compliance…

Artificial Intelligence · Computer Science 2023-05-18 Vito Barbara , Massimo Guarascio , Nicola Leone , Giuseppe Manco , Alessandro Quarta , Francesco Ricca , Ettore Ritacco

Recent trends in AIGC effectively boosted the application of visual inspection. However, most of the available systems work in a human-in-the-loop manner and can not provide long-term support to the online application. To make a step…

Computer Vision and Pattern Recognition · Computer Science 2023-10-10 Jiawei Li , Chenxi Lan , Xinyi Zhang , Bolin Jiang , Yuqiu Xie , Naiqi Li , Yan Liu , Yaowei Li , Enze Huo , Bin Chen

Depth perception plays an essential role in the viewer experience for immersive virtual reality (VR) visual environments. However, previous research investigations in the depth quality of 3D/stereoscopic images are rather limited, and in…

Computer Vision and Pattern Recognition · Computer Science 2024-08-20 Wei Zhou , Zhou Wang

Recent advancements in deep learning have significantly improved visual quality inspection and predictive maintenance within industrial settings. However, deploying these technologies on low-resource edge devices poses substantial…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Truong Thanh Hung Nguyen , Phuc Truong Loc Nguyen , Hung Cao

Printed Circuit Boards are the foundation for the functioning of any electronic device, and therefore are an essential component for various industries such as automobile, communication, computation, etc. However, one of the challenges…

Computer Vision and Pattern Recognition · Computer Science 2021-02-23 Tejas Khare , Vaibhav Bahel , Anuradha C. Phadke

In the context of Industry 4.0, effective monitoring of multiple targets and states during assembly processes is crucial, particularly when constrained to using only visual sensors. Traditional methods often rely on either multiple sensor…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Xingjian Zhang , Yutong Duan , Zaishu Chen

Quality control at each stage of production in textile industry has become a key factor to retaining the existence in the highly competitive global market. Problems of manual fabric defect inspection are lack of accuracy and high time…

Computer Vision and Pattern Recognition · Computer Science 2014-05-26 Md. Tarek Habib , Rahat Hossain Faisal , M. Rokonuzzaman , Farruk Ahmed

Smart Manufacturing refers to optimization techniques that are implemented in production operations by utilizing advanced analytics approaches. With the widespread increase in deploying Industrial Internet of Things (IIoT) sensors in…

Machine Learning · Computer Science 2020-09-01 Mohammadhossein Ghahramani , Yan Qiao , MengChu Zhou , Adrian OHagan , James Sweeney

It is a long-term goal to transfer biological processing principles as well as the power of human recognition into machine vision and engineering systems. One of such principles is visual attention, a smart human concept which focuses…

Computer Vision and Pattern Recognition · Computer Science 2021-02-16 Frederik Beuth , Tobias Schlosser , Michael Friedrich , Danny Kowerko

While high data quality (DQ) is critical for analytics, compliance, and AI performance, data quality management (DQM) remains a complex, resource-intensive, and often manual process. This study investigates the extent to which existing…

Databases · Computer Science 2025-06-30 Heidi Carolina Tamm , Anastasija Nikiforova

The implementation of Artificial Intelligence (AI) systems in the manufacturing domain enables higher production efficiency, outstanding performance, and safer operations, leveraging powerful tools such as deep learning and reinforcement…

Artificial Intelligence · Computer Science 2021-07-07 Georgios Sofianidis , Jože M. Rožanec , Dunja Mladenić , Dimosthenis Kyriazis