@inproceedings{7780eb6604a2482ca882b9ceeca476cf,
title = "Work-in-Progress: A Processing-in-Pixel Accelerator based on Multi-level HfOxReRAM",
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.",
author = "Minhaz Abedin and Arman Roohi and Nathaniel Cady and Shaahin Angizi",
note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, CASES 2022 ; Conference date: 07-10-2022 Through 14-10-2022",
year = "2022",
doi = "10.1109/CASES55004.2022.00025",
language = "English (US)",
series = "Proceedings - 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, CASES 2022",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "37--38",
booktitle = "Proceedings - 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, CASES 2022",
address = "United States",
}