APRIS: Approximate Processing ReRAM In-Sensor Architecture Enabling Artificial-Intelligence-Powered Edge

S Tabrizchi, R Gaire, M Morsali, M Liehr… - … on Emerging Topics …, 2024 - ieeexplore.ieee.org
Artificial-intelligence-powered edge devices are inspiring interest in always-on, intelligent,
and self-powered visual perception systems. Due to the high energy cost of converting raw …

OISA: Architecting an Optical In-Sensor Accelerator for Efficient Visual Computing

M Morsali, S Tabrizchi, D Najafi, M Imani… - … , Automation & Test …, 2024 - ieeexplore.ieee.org
Targeting vision applications at the edge, in this work, we systematically explore and
propose a high-performance and energy-efficient Optical In-Sensor Accelerator architecture …

ViTSen: Bridging Vision Transformers and Edge Computing With Advanced In/Near-Sensor Processing

S Tabrizchi, BC Reidy, D Najafi, S Angizi… - IEEE Embedded …, 2024 - ieeexplore.ieee.org
This letter introduces ViTSen, optimizing vision transformers (ViTs) for resource-constrained
edge devices. It features an in-sensor image compression technique to reduce data …

ResSen: Imager Privacy Enhancement Through Residue Arithmetic Processing in Sensors

N Taheri, S Tabrizchi, D Najafi… - 2024 IEEE Computer …, 2024 - ieeexplore.ieee.org
The increasing use of image sensors across various domains poses notable privacy
challenges. In response, this paper introduces a novel architecture, namely ResSen, to …

Energy-Efficient Near-Sensor Event Detector Based on Multilevel Ga2O3 RRAM

M Morsali, S Tabrizchi, RT Velpula… - 2024 IEEE Computer …, 2024 - ieeexplore.ieee.org
In this paper, a cost-effective Near-Sensor Processing (NSP) platform is developed based
on an experimentally-measured TiTiN/Ga_2O_3/Ti/Pt Resistive Random Access Memory …

PINSim: A Processing In-and Near-Sensor Simulator to Model Intelligent Vision Sensors

S Tabrizchi, M Morsali, D Pan… - IEEE Computer …, 2024 - ieeexplore.ieee.org
This letter introduces PINSim, a user-friendly and flexible framework for simulating emerging
smart vision sensors in the early design stages. PINSim enables the realization of integrated …

Magnetic-Based Integrated Sensing and In/Near-Sensor Processing: A Comprehensive Survey and Future Outlook

S Tabrizchi, MH Amin, D Najafi, S Angizi, R Zand… - 2024 - researchsquare.com
In recent years, spintronic devices and non-Von Neuman architectures have emerged as
two promising approaches to overcome the power, performance, and efficiency limitations of …