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Reliable product identification from images is a critical requirement in industrial and commercial applications, particularly in maintenance, procurement, and operational workflows where incorrect matches can lead to costly downstream…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Karthik Sulthanpete Govindappa

During the development and maintenance of software-intensive products or services, we depend on various artefacts. Some of those artefacts, we deem central to the feasibility of a project and the product's final quality. Typically, these…

Software Engineering · Computer Science 2022-08-29 Ehsan Zabardast , Julian Frattini , Javier Gonzalez-Huerta , Daniel Mendez , Tony Gorschek , Krzysztof Wnuk

Image copy detection (ICD) aims to determine whether a query image is an edited copy of any image from a reference set. Currently, there are very limited public benchmarks for ICD, while all overlook a critical challenge in real-world…

Computer Vision and Pattern Recognition · Computer Science 2022-12-05 Wenhao Wang , Yifan Sun , Yi Yang

Despite the growing popularity of modern machine learning techniques (e.g. Deep Neural Networks) in cyber-security applications, most of these models are perceived as a black-box for the user. Adversarial machine learning offers an approach…

Machine Learning · Computer Science 2018-11-29 Daniel L. Marino , Chathurika S. Wickramasinghe , Milos Manic

Fairness in machine learning research is commonly framed in the context of classification tasks, leaving critical gaps in regression. In this paper, we propose a novel approach to measure intersectional fairness in regression tasks, going…

Machine Learning · Computer Science 2025-08-01 Joe Germino , Nuno Moniz , Nitesh V. Chawla

Time Series Classification (TSC) has received much attention in the past two decades and is still a crucial and challenging problem in data science and knowledge engineering. Indeed, along with the increasing availability of time series…

Machine Learning · Computer Science 2023-08-14 Aurélien Renault , Alexis Bondu , Vincent Lemaire , Dominique Gay

An attack taxonomy offers a consistent and structured classification scheme to systematically understand, identify, and classify cybersecurity threat attributes. However, existing taxonomies only focus on a narrow range of attacks and…

Cryptography and Security · Computer Science 2026-04-03 Md Habibor Rahman , Rocco Cassandro , Thorsten Wuest , Mohammed Shafae

As the world moves towards being increasingly dependent on computers and automation, building secure applications, systems and networks are some of the main challenges faced in the current decade. The number of threats that individuals and…

Cryptography and Security · Computer Science 2020-06-08 Hanan Hindy , David Brosset , Ethan Bayne , Amar Seeam , Christos Tachtatzis , Robert Atkinson , Xavier Bellekens

Background. Coping with the rapid growing complexity in contemporary software architecture, tracing has become an increasingly critical practice and been adopted widely by software engineers. By adopting tracing tools, practitioners are…

Software Engineering · Computer Science 2023-06-26 Andrea Janes , Xiaozhou Li , Valentina Lenarduzzi

This work proposes a taxonomy for diagnosis computation methods which allows their standardized assessment, classification and comparison. The aim is to (i) give researchers and practitioners an impression of the diverse landscape of…

Artificial Intelligence · Computer Science 2024-05-17 Patrick Rodler

The growing connectivity of industrial devices as a result of the Internet of Things is increasing the risks to Industrial Control Systems. Since attacks on such devices can also cause damage to people and machines, they must be properly…

Cryptography and Security · Computer Science 2024-05-28 Simon Liebl , Leah Lathrop , Ulrich Raithel , Andreas Aßmuth , Ian Ferguson , Matthias Söllner

Industrial Control Systems (ICSs) are widely used in critical infrastructures that face various cyberattacks causing physical damage. With the increasing integration of the ICSs and information technology (IT), ensuring the security of ICSs…

Optimization and Control · Mathematics 2024-12-17 Navid Aftabi , Dan Li , Ph. D. , Thomas Sharkey , Ph. D

Understanding the functional (dis)-similarity of source code is significant for code modeling tasks such as software vulnerability and code clone detection. We present DISCO(DIS-similarity of COde), a novel self-supervised model focusing on…

Programming Languages · Computer Science 2022-03-22 Yangruibo Ding , Luca Buratti , Saurabh Pujar , Alessandro Morari , Baishakhi Ray , Saikat Chakraborty

Many power line companies are using UAVs to perform their inspection processes instead of putting their workers at risk by making them climb high voltage power line towers, for instance. A crucial task for the inspection is to detect and…

Due to an exponential increase in the number of cyber-attacks, the need for improved Intrusion Detection Systems (IDS) is apparent than ever. In this regard, Machine Learning (ML) techniques are playing a pivotal role in the early…

Cryptography and Security · Computer Science 2021-05-31 Kathryn-Ann Tait , Jan Sher Khan , Fehaid Alqahtani , Awais Aziz Shah , Fadia Ali Khan , Mujeeb Ur Rehman , Wadii Boulila , Jawad Ahmad

Methods from machine learning are being applied to design Industrial Control Systems resilient to cyber-attacks. Such methods focus on two major areas: the detection of intrusions at the network-level using the information acquired through…

Cryptography and Security · Computer Science 2022-02-25 Muhammad Azmi Umer , Khurum Nazir Junejo , Muhammad Taha Jilani , Aditya P. Mathur

The rapid expansion of the Industrial Internet of Things (IIoT) has significantly advanced digital technologies and interconnected industrial systems, creating substantial opportunities for growth. However, this growth has also heightened…

Machine Learning · Computer Science 2025-01-28 Tasnimul Hasan , Abrar Hossain , Mufakir Qamar Ansari , Talha Hussain Syed

Modern Industrial Control Systems (ICSs) allow remote communication through the Internet using industrial protocols that were not designed to work with external networks. To understand security issues related to this practice, prior work…

Cryptography and Security · Computer Science 2021-02-19 Giovanni Barbieri , Mauro Conti , Nils Ole Tippenhauer , Federico Turrin

Object detection has been dominated by anchor-based detectors for several years. Recently, anchor-free detectors have become popular due to the proposal of FPN and Focal Loss. In this paper, we first point out that the essential difference…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Shifeng Zhang , Cheng Chi , Yongqiang Yao , Zhen Lei , Stan Z. Li

Industrial control systems (ICS) of critical infrastructure are increasingly connected to the Internet for remote site management at scale. However, cyber attacks against ICS - especially at the communication channels between humanmachine…

Cryptography and Security · Computer Science 2021-01-29 Taejun Choi , Guangdong Bai , Ryan K L Ko , Naipeng Dong , Wenlu Zhang , Shunyao Wang