Search Results for author: Shubham Negi

Found 4 papers, 0 papers with code

NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems

no code implementations23 Jun 2021 Shubham Negi, Indranil Chakraborty, Aayush Ankit, Kaushik Roy

The hardware efficiency (energy, latency and area) as well as application accuracy (considering device and circuit non-idealities) of DNNs mapped to such hardware are co-dependent on network parameters, such as kernel size, depth etc.

Neural Architecture Search

Exploration of Optimized Semantic Segmentation Architectures for edge-Deployment on Drones

no code implementations6 Jul 2020 Vivek Parmar, Narayani Bhatia, Shubham Negi, Manan Suri

In this paper, we present an analysis on the impact of network parameters for semantic segmentation architectures in context of UAV data processing.

Segmentation Semantic Segmentation

Methodology for Realizing VMM with Binary RRAM Arrays: Experimental Demonstration of Binarized-ADALINE Using OxRAM Crossbar

no code implementations10 Jun 2020 Sandeep Kaur Kingra, Vivek Parmar, Shubham Negi, Sufyan Khan, Boris Hudec, Tuo-Hung Hou, Manan Suri

Post weight generation the OxRAM array is carefully programmed to binary weight-states using the proposed weight mapping technique on a custom-built testbench.

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