[HTML][HTML] RRAM based processing-in-memory for efficient intelligent vision tasks at the edge

A Kumar, SS Bezugam - Memories-Materials, Devices, Circuits and …, 2024 - Elsevier
The work presents a proof-of-concept methodology for at edge visual data storage and
processing-in-memory (PIM) as visual data preprocessing inspired from the biological visual …

RRAM Based On-Sensor Visual Data Preprocessing for Efficient Image Classification

A Kumar, SS Bezugam - 2023 Device Research Conference …, 2023 - ieeexplore.ieee.org
This work presents a proof-of-concept application of a memristive-type oxide-based RRAM
device for the on-sensor preprocessing of visual data. The proposed hybrid (CMOS-RRAM) …

Energy Efficient Implementation of MVM Operations Using Filament-Free Bulk RRAM Array

A Kumar, J Park, Y Zhou, J Kim, S Jain… - 2024 Neuro Inspired …, 2024 - ieeexplore.ieee.org
In this work, we present a hardware implementation of spiking neural network (SNN) model
using trilayer bulk RRAM crossbar arrays for an autonomous navigation/racing task. We …