Search Results for author: Madhumitha Sakthi

Found 6 papers, 1 papers with code

Deep learning model compression using network sensitivity and gradients

no code implementations11 Oct 2022 Madhumitha Sakthi, Niranjan Yadla, Raj Pawate

Deep learning model compression is an improving and important field for the edge deployment of deep learning models.

Model Compression Quantization

End-to-end system for object detection from sub-sampled radar data

no code implementations8 Mar 2022 Madhumitha Sakthi, Ahmed Tewfik, Marius Arvinte, Haris Vikalo

We show robust detection based on radar data reconstructed using 20% of samples under extreme weather conditions such as snow or fog, and on low-illuminated nights.

object-detection Object Detection

Automotive Radar Data Acquisition using Object Detection

1 code implementation5 Oct 2020 Madhumitha Sakthi, Ahmed Tewfik

In this paper, we introduce an algorithm to utilize object detection results from the image to adaptively sample and acquire radar data using Compressed Sensing (CS).

Autonomous Driving Object +2

Adaptive Automotive Radar data Acquisition

no code implementations28 Sep 2020 Madhumitha Sakthi, Ahmed Tewfik

We use previous radar frame information to mitigate the potential information loss of an object missed by the image or the object detection network.

Autonomous Driving Object +2

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