A Study on 3D Human Pose Estimation Using Through-Wall IR-UWB Radar and Transformer

نویسندگان

چکیده

In this paper, we propose a human pose estimation algorithm for an impulse radio ultra-wideband (IR-UWB) radar based on the transformer-based deep learning model. We have built IR-UWB system with 8-by-8 multiple-input multiple-output (MIMO) antenna array. The in our paper is advantageous through-wall detection application since it operates very low frequency range (i.e., 0.45 to 3.55 GHz) compared other existing works RF-based estimation. Moreover, by has not been studied well all used frequency-modulated continuous wave (FMCW) or WiFi device. 3D-TransPOSE 3D from signals. proposed designed transformer architecture. While actively natural language processing (NLP) vision domains, no prior work applied model problem. attention mechanism of able focus relevant time segments signals detecting pose, eliminating needs converting voxelized image. gathered large dataset labeled skeletons, and shown that detect skeletons high accuracy.

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ژورنال

عنوان ژورنال: IEEE Access

سال: 2023

ISSN: ['2169-3536']

DOI: https://doi.org/10.1109/access.2023.3244017