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Thanks for that bookmarked for further investigation.The following link takes you to Dr. Arpan Pal’s many, many Google citations:
Dr. Arpan Pal
Distinguished Chief Scientist and Research Area Head, Embedded Systems, TCS Research, TCS - Cited by 5,729 - Embedded Systems - Computational Sensing - Signal/Image Processing and ML - Edge Computing and Edge AIscholar.google.com
This is but one of dozens:
System and method for real-time radar-based action recognition using spiking neural network (snn)
Inventors
DEY Sounak, Arijit Mukherjee, Dighanchal Banerjee, RANI Smriti, Arun George, Tapas Chakravarty, Arijit Chowdhury, Arpan Pal
Publication date
2021/11/25
Patent office
US
Application number
17122041
Description
This disclosure relates generally to action recognition and more particularly to system and method for real-time radar-based action recognition. The classical machine learning techniques used for learning and inferring human actions from radar images are compute intensive, and require volumes of training data, making them unsuitable for deployment on network edge. The disclosed system utilizes neuromorphic computing and Spiking Neural Networks (SNN) to learn human actions from radar data captured by radar sensor (s). In an embodiment, the disclosed system includes a SNN model having a data pre-processing layer, Convolutional SNN layers and a Classifier layer. The preprocessing layer receives radar data including doppler frequencies reflected from the target and determines a binarized matrix. The CSNN layers extracts features (spatial and temporal) associated with the target's actions based on the…
My opinion only DYOR
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AKIDA BALLISTA
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