Work-in-Progress: A Processing-in-Pixel Accelerator based on Multi-level HfOxReRAM

Document Type

Conference Proceeding

Publication Date

1-1-2022

Abstract

This work paves the way to realize a processing-in-pixel accelerator based on a multi-level HfOx ReRAM as a flexible, energy-efficient, and high-performance solution for real-time and smart image processing at edge devices. The proposed design intrinsically implements and supports a coarse-grained convolution operation in low-bit-width neural networks leveraging a novel compute-pixel with non-volatile weight storage at the sensor side. Our evaluations show that such a design can remarkably reduce the power consumption of data conversion and transmission to an off-chip processor maintaining accuracy compared with the recent in-sensor computing designs.

Identifier

85142339524 (Scopus)

ISBN

[9781665472968]

Publication Title

Proceedings 2022 International Conference on Compilers Architecture and Synthesis for Embedded Systems Cases 2022

External Full Text Location

https://doi.org/10.1109/CASES55004.2022.00025

First Page

37

Last Page

38

This document is currently not available here.

Share

COinS