Search Results for author: Susmita Dey Manasi

Found 4 papers, 2 papers with code

Performance Analysis of DNN Inference/Training with Convolution and non-Convolution Operations

no code implementations29 Jun 2023 Hadi Esmaeilzadeh, Soroush Ghodrati, Andrew B. Kahng, Sean Kinzer, Susmita Dey Manasi, Sachin S. Sapatnekar, Zhiang Wang

The modeling effort of SimDIT comprehensively covers convolution and non-convolution operations of both CNN inference and training on a highly parameterizable hardware substrate.

NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients

1 code implementation9 May 2019 Susmita Dey Manasi, Farhana Sharmin Snigdha, Sachin S. Sapatnekar

This work optimizes energy on a mobile client by partitioning CNN computations between in situ processing on the client and offloaded computations in the cloud.

Distributed, Parallel, and Cluster Computing Signal Processing

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