Gayangana Leelarathne

ORCID: 0000-0002-4255-7881
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About
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Research Areas
  • Hand Gesture Recognition Systems
  • Wireless Signal Modulation Classification
  • Advanced SAR Imaging Techniques

University of Moratuwa
2022

Transformers combined with convolutional encoders have been recently used for hand gesture recognition (HGR) using micro-Doppler signatures. In this letter, we propose a vision-transformer-based architecture HGR multiantenna continuous-wave Doppler radar receivers. The proposed consists of three modules: 1) encoder–decoder, 2) an attention module transformer layers, and 3) multilayer perceptron. novel decoder helps to feed patches larger sizes the improved feature extraction. Experimental...

10.1109/lsens.2022.3206439 article EN IEEE Sensors Letters 2022-09-14

Transformers combined with convolutional encoders have been recently used for hand gesture recognition (HGR) using micro-Doppler signatures. We propose a vision-transformer-based architecture HGR multi-antenna continuous-wave Doppler radar receivers. The proposed consists of three modules: encoderdecoder, an attention module transformer layers, and multi-layer perceptron. novel decoder helps to feed patches larger sizes the improved feature extraction. Experimental results obtained dataset...

10.48550/arxiv.2209.05032 preprint EN other-oa arXiv (Cornell University) 2022-01-01
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