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High-speed vision sensing is essential for real-time perception in applications such as robotics, autonomous vehicles, and industrial automation. Traditional frame-based vision systems suffer from motion blur, high latency, and redundant…

Computer Vision and Pattern Recognition · Computer Science 2025-07-10 Riadul Islam , Joey Mulé , Dhandeep Challagundla , Shahmir Rizvi , Sean Carson

Maritime obstacle detection is critical for safe navigation of autonomous surface vehicles (ASVs). While the accuracy of image-based detection methods has advanced substantially, their computational and memory requirements prohibit…

Computer Vision and Pattern Recognition · Computer Science 2023-04-25 Matija Teršek , Lojze Žust , Matej Kristan

Managing energy and thermal profiles is critical for many-core HPC processors with hundreds of application-class processing elements (PEs). Advanced model predictive control (MPC) delivers state-of-the-art performance but requires solving…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-13 Alessandro Ottaviano , Andrino Meli , Paul Scheffler , Giovanni Bambini , Robert Balas , Davide Rossi , Andrea Bartolini , Luca Benini

The growing demand for efficient, high-performance processing in machine learning (ML) and image processing has made hardware accelerators, such as GPUs and Data Streaming Accelerators (DSAs), increasingly essential. These accelerators…

Hardware Architecture · Computer Science 2025-04-17 Qunyou Liu , Marina Zapater , David Atienza

This paper introduces a unified, hardware-independent baremetal runtime architecture designed to enable high-performance machine learning (ML) inference on heterogeneous accelerators, such as AI Engine (AIE) arrays, without the overhead of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-14 Hua Jiang , Sayan Mandal , Brandon Kirincich , Govind Varadarajan

Stereo matching is a critical task for robot navigation and autonomous vehicles, providing the depth estimation of surroundings. Among all stereo matching algorithms, Efficient Large-scale Stereo (ELAS) offers one of the best tradeoffs…

Hardware Architecture · Computer Science 2021-04-13 Tian Gao , Zishen Wan , Yuyang Zhang , Bo Yu , Yanjun Zhang , Shaoshan Liu , Arijit Raychowdhury

The RISC-V Vector Extension~(RVV) is a cornerstone for supporting compute throughout in scientific and machine learning workloads. Yet compiler support and performance monitoring on real RVV~1.0 hardware are still evolving. In this work, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-25 Ruimin Shi , Maya Gokhale , Pei-Hung Lin , Xavier Teruel , Ivy Peng

Intelligent Transportation Systems (ITS) leverage Integrated Sensing and Communications (ISAC) to enhance data exchange between vehicles and infrastructure in the Internet of Vehicles (IoV). This integration inevitably increases computing…

Machine Learning · Computer Science 2025-06-23 Xueying Gu , Qiong Wu , Pingyi Fan , Nan Cheng , Wen Chen , Khaled B. Letaief

The high rate of development of Internet of Things (IoT) devices has brought to attention new challenges in the area of data security, especially within the resource-limited realm of RFID tags, sensors, and embedded systems. Traditional…

Cryptography and Security · Computer Science 2026-01-07 Brahim Khalil Sedraoui , Abdelmadjid Benmachiche , Amina Makhlouf

Developing accurate and reliable Compute-In-Memory (CIM) architectures is becoming a key research focus to accelerate Artificial Intelligence (AI) tasks on hardware, particularly Deep Neural Networks (DNNs). In that regard, there has been…

Hardware Architecture · Computer Science 2026-04-15 Omar Numan , Gaurav Singh , Kazybek Adam , Jelin Leslin , Aleksi Korsman , Otto Simola , Marko Kosunen , Jussi Ryynänen , Martin Andraud

Recent announcements have shown the viability of end-to-end open-source (OS) Linux-capable RISC-V systems on chip (SoCs). However, practical application and software development platforms require efficient non-volatile storage, which is not…

Hardware Architecture · Computer Science 2026-03-13 Axel Vanoni , Philippe Sauter , Paul Scheffler , Anton Buchner , Micha Wehrli , Thomas Benz , Luca Benini

Mastering computational architectures is essential for developing fast and power-efficient programs. Our advanced simulator empowers both IT students and professionals to grasp the fundamentals of superscalar RISC-V processors, HW/SW…

Hardware Architecture · Computer Science 2024-11-13 Jiri Jaros , Michal Majer , Jakub Horky , Jan Vavra

RISC-V's limited security features hinder its use in confidential computing and heterogeneous platforms. This paper introduces RISecure-PUF, a security extension utilizing existing Physical Unclonable Functions for key generation and secure…

Cryptography and Security · Computer Science 2024-11-22 Chenghao Chen , Xiaolin Zhang , Kailun Qin , Tengfei Wang , Yipeng Shi , Tianyi Huang , Chi Zhang , Dawu Gu

This paper investigates the physical layer security design of an untrusted relaying network where the source node coexists with a multi-antenna eavesdropper (Eve). While the communication relies on untrustworthy relay nodes to increase…

Signal Processing · Electrical Eng. & Systems 2021-01-11 Hamed Bastami , Majid Moradikia , Hamid Behroozi , Rodrigo C. de Lamare , Ahmed Abdelhadi , Zhigou Ding

While functional RISC-V implementations are readily available in academia, controlled empirical studies that extend a single baseline architecture along multiple design axes and quantify the resulting trade-offs at each step remain scarce.…

Hardware Architecture · Computer Science 2026-05-06 Hyunwoo Kang

Bluetooth Low Energy (BLE) is widely used in IoT systems because of its low power consumption, interoperability, and reliable bidirectional communication. However, its connection-oriented architecture introduces trade-offs among wake-up…

Networking and Internet Architecture · Computer Science 2026-05-21 Ziyao Zhou , Chen Shen , Tiancheng Cao , Hen-Wei Huang

In recent decades, neuromorphic computing aiming to imitate brains' behaviors has been developed in various fields of computer science. The Artificial Neural Network (ANN) is an important concept in Artificial Intelligence (AI). It is…

Hardware Architecture · Computer Science 2022-10-07 Jiulong Wang , Ruopu Wu , Guokai Chen , Xuhao Chen , Boran Liu , Jixiang Zong , Di Zhao

Symmetric Multi-Processing (SMP) based on cache coherency is crucial for high-end embedded systems like automotive applications. RISC-V is gaining traction, and open-source hardware (OSH) platforms offer solutions to issues such as IP costs…

To meet the computational requirements of modern workloads under tight energy constraints, general-purpose accelerator architectures have to integrate an ever-increasing number of extremely area- and energy-efficient processing elements…

Hardware Architecture · Computer Science 2025-11-11 Luca Colagrande , Luca Benini

Vector processing is crucial for boosting processor performance and efficiency, particularly with data-parallel tasks. The RISC-V "V" Vector Extension (RVV) enhances algorithm efficiency by supporting vector registers of dynamic sizes and…

Programming Languages · Computer Science 2025-06-23 Siyi Xu , Limin Jiang , Yintao Liu , Yihao Shen , Yi Shi , Shan Cao , Zhiyuan Jiang
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