Search Results for author: Darshan C. Ganji

Found 2 papers, 1 papers with code

Accelerating Deep Neural Networks via Semi-Structured Activation Sparsity

1 code implementation12 Sep 2023 Matteo Grimaldi, Darshan C. Ganji, Ivan Lazarevich, Sudhakar Sah

The demand for efficient processing of deep neural networks (DNNs) on embedded devices is a significant challenge limiting their deployment.

Image Classification object-detection +1

DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables

no code implementations18 Apr 2023 Darshan C. Ganji, Saad Ashfaq, Ehsan Saboori, Sudhakar Sah, Saptarshi Mitra, MohammadHossein AskariHemmat, Alexander Hoffman, Ahmed Hassanien, Mathieu Léonardon

A lot of recent progress has been made in ultra low-bit quantization, promising significant improvements in latency, memory footprint and energy consumption on edge devices.

Quantization

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