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Canny Edge Detector (CED) is an edge detection operator commonly used by most Image Feature Extraction (IFE) Algorithms and Image Processing Applications. This operator involves the use of a multi-stage algorithm to detect edges in a wide…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-24 Hope Mogale

Classical communication systems fail not only through random noise but also when transmitter and receiver use incompatible operational codebooks. Variational autoencoders (VAEs) train an encoder $q_\phi$ and decoder $p_\theta$ jointly, and…

Machine Learning · Computer Science 2026-05-20 Yusuke Hayashi

Modern cars are no longer purely mechanical devices but shelter so much digital technology that they resemble a network of computers. Electronic Control Units (ECUs) need to exchange a large amount of data for the various functions of the…

Cryptography and Security · Computer Science 2021-11-24 Giampaolo Bella , Pietro Biondi , Gianpiero Costantino , Ilaria Matteucci

Radiological material transportation is primarily facilitated by heavy-duty on-road vehicles. Modern vehicles have dozens of electronic control units or ECUs, which are small, embedded computers that communicate with sensors and each other…

Cryptography and Security · Computer Science 2023-06-28 Samuel C Hollifield , Pablo Moriano , William L Lambert , Joel Asiamah , Isaac Sikkema , Michael D Iannacone

The CAN Bus is crucial to the efficiency, and safety of modern vehicle infrastructure. Electronic Control Units (ECUs) exchange data across a shared bus, dropping messages whenever errors occur. If an ECU generates enough errors, their…

Cryptography and Security · Computer Science 2022-01-19 Matthew Rogers , Kasper Rasmussen

As electronic systems become increasingly complex and prevalent in modern vehicles, securing onboard networks is crucial, particularly as many of these systems are safety-critical. Researchers have demonstrated that modern vehicles are…

Cryptography and Security · Computer Science 2024-12-31 Chunheng Zhao , Stefano Longari , Michele Carminati , Pierluigi Pisu

Task-oriented semantic communication is an emerging technology that transmits only the relevant semantics of a message instead of the whole message to achieve a specific task. It reduces latency, compresses the data, and is more robust in…

Networking and Internet Architecture · Computer Science 2024-03-21 Eslam Eldeeb , Mohammad Shehab , Hirley Alves

The rapid development of network technologies and industrial intelligence has augmented the connectivity and intelligence within the automotive industry. Notably, in the Internet of Vehicles (IoV), the Controller Area Network (CAN), which…

Cryptography and Security · Computer Science 2025-03-28 Huacheng Li , Jingyong Su , Kai Wang

Kolmogorov-Arnold Networks (KANs) have recently emerged as a flexible and parameter-efficient alternative to conventional neural networks. Unlike standard architectures that use fixed node-based activations, KANs place learnable functions…

Machine Learning · Computer Science 2025-11-26 Enrique Luna Villagómez , Vladimir Mahalec

Despite being a legacy protocol with various known security issues, Controller Area Network (CAN) still represents the de-facto standard for communications within vehicles, ships, and industrial control systems. Many research works have…

Cryptography and Security · Computer Science 2025-05-15 Denis Donadel , Kavya Balasubramanian , Alessandro Brighente , Bhaskar Ramasubramanian , Mauro Conti , Radha Poovendran

High-end vehicles have been furnished with a number of electronic control units (ECUs), which provide upgrading functions to enhance the driving experience. The controller area network (CAN) is a well-known protocol that connects these ECUs…

Cryptography and Security · Computer Science 2022-07-25 Thien-Nu Hoang , Daehee Kim

As vehicles get equipped with increasingly complex sensors and processors, the communication requirements become more demanding. Traditionally, vehicles have used specialized networking technologies designed to guarantee bounded latencies,…

Networking and Internet Architecture · Computer Science 2020-12-23 Jean Walrand , Max Turner , Roy Myers

The vehicular connectivity revolution is fueling the automotive industry's most significant transformation seen in decades. However, as modern vehicles become more connected, they also become much more vulnerable to cyber-attacks. In this…

Cryptography and Security · Computer Science 2017-11-09 Matan Levi , Yair Allouche , Aryeh Kontorovich

The reliability of a machine vision system for autonomous driving depends heavily on its training data distribution. When a vehicle encounters significantly different conditions, such as atypical obstacles, its perceptual capabilities can…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Fabrizio Genilotti , Arianna Stropeni , Gionata Grotto , Francesco Borsatti , Manuel Barusco , Davide Dalle Pezze , Gian Antonio Susto

Modern vehicles rely on a myriad of electronic control units (ECUs) interconnected via controller area networks (CANs) for critical operations. Despite their ubiquitous use and reliability, CANs are susceptible to sophisticated…

Cryptography and Security · Computer Science 2025-12-18 William Marfo , Pablo Moriano , Deepak K. Tosh , Shirley V. Moore

For decades, the Controller Area Network (CAN) has served as the primary in-vehicle bus (IVB) and extended its use to many non-vehicular systems. Over the past years, CAN security has been intensively scrutinized, yielding extensive…

Cryptography and Security · Computer Science 2025-10-06 Khaled Serag , Zhaozhou Tang , Sungwoo Kim , Vireshwar Kumar , Dave , Tian , Saman Zonouz , Raheem Beyah , Dongyan Xu , Z. Berkay Celik

Driveable area detection is a key component for various applications in the field of autonomous driving (AD), such as ground-plane detection, obstacle detection and maneuver planning. Additionally, bulky and over-parameterized networks can…

Computer Vision and Pattern Recognition · Computer Science 2020-06-16 Alexander Frickenstein , Manoj Rohit Vemparala , Jakob Mayr , Naveen Shankar Nagaraja , Christian Unger , Federico Tombari , Walter Stechele

Modern vehicles are increasingly vulnerable to attacks that exploit network infrastructures, particularly the Controller Area Network (CAN) networks. To effectively counter such threats using contemporary tools like Intrusion Detection…

Cryptography and Security · Computer Science 2026-05-21 Sadek Misto Kirdi , Nicola Scarano , Franco Oberti , Luca Mannella , Stefano Di Carlo , Alessandro Savino

Safe large-scale coordination of multiple cooperative connected autonomous vehicles (CAVs) hinges on communication that is both efficient and interpretable. Existing approaches either rely on transmitting high-bandwidth raw sensor data…

Increasing automation in vehicles enabled by increased connectivity to the outside world has exposed vulnerabilities in previously siloed automotive networks like controller area networks (CAN). Attributes of CAN such as broadcast-based…

Cryptography and Security · Computer Science 2024-01-22 Shashwat Khandelwal , Shreejith Shanker
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