Embedded deep learning accelerators: A survey on recent advances

G Akkad, A Mansour, E Inaty - IEEE Transactions on Artificial …, 2023 - ieeexplore.ieee.org
The exponential increase in generated data as well as the advances in high-performance
computing has paved the way for the use of complex machine learning methods. Indeed, the …

[HTML][HTML] A Low-Cost and Lightweight Real-Time Object-Detection Method Based on UAV Remote Sensing in Transportation Systems

Z Liu, C Chen, Z Huang, YC Chang, L Liu, Q Pei - Remote Sensing, 2024 - mdpi.com
Accurate detection of transportation objects is pivotal for enhancing driving safety and
operational efficiency. In the rapidly evolving domain of transportation systems, the …

Simulation of Quantum Computers: Review and Acceleration Opportunities

A Cicero, MA Maleki, MW Azhar, AF Kockum… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantum computing has the potential to revolutionize multiple fields by solving complex
problems that can not be solved in reasonable time with current classical computers …

Backporting risc-v vector assembly

JKL Lee, M Jamieson, N Brown - International Conference on High …, 2023 - Springer
Leveraging vectorisation, the ability for a CPU to apply operations to multiple elements of
data concurrently, is critical for high performance workloads. However, at the time of writing …

Short reasons for long vectors in HPC CPUs: a study based on RISC-V

P Vizcaino, G Ieronymakis, N Dimou… - Proceedings of the SC' …, 2023 - dl.acm.org
For years, SIMD/vector units have enhanced the capabilities of modern CPUs in High-
Performance Computing (HPC) and mobile technology. Typical commercially-available …

Polara-Keras2c: Supporting Vectorized AI Models on RISC-V Edge Devices

N El Zarif, MA Hemmat, T Dupuis, JP David… - IEEE …, 2024 - ieeexplore.ieee.org
The rise of edge computing has introduced unique challenges for deploying efficient AI
solutions in resource-limited environments. While traditional AI frameworks are powerful …

Is RISC-V ready for HPC prime-time: Evaluating the 64-core Sophon SG2042 RISC-V CPU

N Brown, M Jamieson, J Lee, P Wang - … of the SC'23 Workshops of The …, 2023 - dl.acm.org
The Sophon SG2042 is the world's first commodity 64-core RISC-V CPU for high
performance workloads and an important question is whether the SG2042 has the potential …

Automatic generation of micro-kernels for performance portability of matrix multiplication on RISC-V vector processors

F Igual, L Piñuel, S Catalán, H Martínez… - Proceedings of the SC' …, 2023 - dl.acm.org
In this paper, we propose and evaluate several optimized implementations of the general
matrix multiplication (gemm) on two different RISC-V architecture cores implementing the …

Performance characterisation of the 64-core SG2042 RISC-V CPU for HPC

N Brown, M Jamieson - International Conference on High Performance …, 2025 - Springer
Whilst RISC-V has grown phenomenally quickly in embedded computing, it is yet to gain
significant traction in High Performance Computing (HPC). However, as we move further into …

Improved vectorization of OpenCV algorithms for RISC-V CPUs

VD Volokitin, EP Vasiliev, EA Kozinov… - Lobachevskii Journal of …, 2024 - Springer
The development of an open and free RISC-V architecture is of great interest for a wide
range of areas, including high-performance computing and numerical simulation in …