Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication

This paper proposes a robust reconstruction scheme for image/ video transmission in space-time trellis coding (STTC) based MIMO wireless multimedia sensor networks (WMSN). The information bits of the image/ video stream are modulated using STTC prior to transmission over the MIMO wireless channel be...

Full description

Bibliographic Details
Main Authors: Ankit Kudeshia, Mohd Abbas Zaidi, Aditya K. Jagannatham, Chandra Prakash
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9079801/
id doaj-7d57a15c40cd4b6bb86f26caffb42c57
record_format Article
spelling doaj-7d57a15c40cd4b6bb86f26caffb42c572021-03-30T02:40:24ZengIEEEIEEE Access2169-35362020-01-018793837939610.1109/ACCESS.2020.29910499079801Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video CommunicationAnkit Kudeshia0https://orcid.org/0000-0002-3479-2099Mohd Abbas Zaidi1Aditya K. Jagannatham2Chandra Prakash3Department of Electrical Engineering, Indian Institute of Technology Kanpur, Kanpur, IndiaNext AI Solutions Lab, Samsung Research, Samsung Electronics, Seoul, South KoreaDepartment of Electrical Engineering, Indian Institute of Technology Kanpur, Kanpur, IndiaSpace Applications Center (SAC) - Indian Space Research Organization, Ahmedabad, IndiaThis paper proposes a robust reconstruction scheme for image/ video transmission in space-time trellis coding (STTC) based MIMO wireless multimedia sensor networks (WMSN). The information bits of the image/ video stream are modulated using STTC prior to transmission over the MIMO wireless channel between the multimedia sensors and the cluster head. At the receiver, a novel total variation sequence detector (TVSD) is developed that employs an anisotropic total variation (TV) regularized cost function to leverage the bounded variation property of the image/ video stream, in addition to the coding and diversity advantages of the STTC, for improved image/ video recovery. For reconstruction, a novel bi-layered hierarchical trellis based modified Viterbi decoder is developed to decode the optimal bit sequence corresponding to the least TV cost function using appropriately modified node and branch metrics. Simulation results using several test images and video sequences demonstrate the improved reconstruction performance of the proposed scheme, especially in the low SNR regime (0 - 10 dB), in comparison to the conventional maximum likelihood (ML) decoder, which makes it ideally suited for implementation in practical WMSN.https://ieeexplore.ieee.org/document/9079801/Image/video communicationMIMOspace-time trellis codestotal variationViterbi algorithmwireless multimedia sensor networks
collection DOAJ
language English
format Article
sources DOAJ
author Ankit Kudeshia
Mohd Abbas Zaidi
Aditya K. Jagannatham
Chandra Prakash
spellingShingle Ankit Kudeshia
Mohd Abbas Zaidi
Aditya K. Jagannatham
Chandra Prakash
Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
IEEE Access
Image/video communication
MIMO
space-time trellis codes
total variation
Viterbi algorithm
wireless multimedia sensor networks
author_facet Ankit Kudeshia
Mohd Abbas Zaidi
Aditya K. Jagannatham
Chandra Prakash
author_sort Ankit Kudeshia
title Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
title_short Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
title_full Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
title_fullStr Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
title_full_unstemmed Hierarchical Trellis Based Decoder for Total Variation Sequence Detection (TVSD) in Space-Time Trellis Coded (STTC) Wireless Image/Video Communication
title_sort hierarchical trellis based decoder for total variation sequence detection (tvsd) in space-time trellis coded (sttc) wireless image/video communication
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description This paper proposes a robust reconstruction scheme for image/ video transmission in space-time trellis coding (STTC) based MIMO wireless multimedia sensor networks (WMSN). The information bits of the image/ video stream are modulated using STTC prior to transmission over the MIMO wireless channel between the multimedia sensors and the cluster head. At the receiver, a novel total variation sequence detector (TVSD) is developed that employs an anisotropic total variation (TV) regularized cost function to leverage the bounded variation property of the image/ video stream, in addition to the coding and diversity advantages of the STTC, for improved image/ video recovery. For reconstruction, a novel bi-layered hierarchical trellis based modified Viterbi decoder is developed to decode the optimal bit sequence corresponding to the least TV cost function using appropriately modified node and branch metrics. Simulation results using several test images and video sequences demonstrate the improved reconstruction performance of the proposed scheme, especially in the low SNR regime (0 - 10 dB), in comparison to the conventional maximum likelihood (ML) decoder, which makes it ideally suited for implementation in practical WMSN.
topic Image/video communication
MIMO
space-time trellis codes
total variation
Viterbi algorithm
wireless multimedia sensor networks
url https://ieeexplore.ieee.org/document/9079801/
work_keys_str_mv AT ankitkudeshia hierarchicaltrellisbaseddecoderfortotalvariationsequencedetectiontvsdinspacetimetrelliscodedsttcwirelessimagevideocommunication
AT mohdabbaszaidi hierarchicaltrellisbaseddecoderfortotalvariationsequencedetectiontvsdinspacetimetrelliscodedsttcwirelessimagevideocommunication
AT adityakjagannatham hierarchicaltrellisbaseddecoderfortotalvariationsequencedetectiontvsdinspacetimetrelliscodedsttcwirelessimagevideocommunication
AT chandraprakash hierarchicaltrellisbaseddecoderfortotalvariationsequencedetectiontvsdinspacetimetrelliscodedsttcwirelessimagevideocommunication
_version_ 1724184746641063936