A dual scheme for compression and restoration of sequentially transmitted images over Wireless Sensor Networks

G. Nikolakopoulos, P. Stavrou, D. Tsitsipis, D. Kandris, Antonios Tzes, T. Theocharis

Research output: Contribution to journalArticle

Abstract

A dual scheme for the compression and restoration of sequentially transmitted images over Wireless Sensor Networks (WSNs) is presented. These networks are characterized by low transmission rates, extended packet losses and limited power resources, factors that degrade the overall system performance. Especially in the cases of transmitting multimedia content, a considerable number of data packets are dropped, with a corresponding direct effect on the received image quality. For dealing with this loss of valuable information, various retransmission schemes have been proposed that act as quality of service modules. However, this approach increases energy consumption and inserts considerable time delays, due to the rise of the traffic load in the network. This article proposes a novel dual transmission scheme, targeting mainly the area of Multimedia WSNs (WMSN), that aims to decrease the overall traffic load introduced by the retransmission schemes, by performing image restoration for lost data packets, at the receiver side. The proposed novel dual scheme is based on: (a) the quad tree decomposition algorithm that is adopted for compressing the image data before transmission over the WSN, and (b) the fast image inpainting algorithm for restoring the effect of the missing data packets. The overall proposed scheme has been applied in multiple experimental studies that prove its efficacy.

Original languageEnglish (US)
Pages (from-to)410-426
Number of pages17
JournalAd Hoc Networks
Volume11
Issue number1
DOIs
StatePublished - Jan 1 2013

Fingerprint

Restoration
Wireless sensor networks
Packet loss
Image reconstruction
Data communication systems
Image quality
Time delay
Quality of service
Energy utilization
Decomposition

Keywords

  • Image inpainting
  • Multimedia Wireless Sensor Networks
  • Quad tree decomposition
  • Wireless Sensor Networks

ASJC Scopus subject areas

  • Software
  • Hardware and Architecture
  • Computer Networks and Communications

Cite this

A dual scheme for compression and restoration of sequentially transmitted images over Wireless Sensor Networks. / Nikolakopoulos, G.; Stavrou, P.; Tsitsipis, D.; Kandris, D.; Tzes, Antonios; Theocharis, T.

In: Ad Hoc Networks, Vol. 11, No. 1, 01.01.2013, p. 410-426.

Research output: Contribution to journalArticle

Nikolakopoulos, G. ; Stavrou, P. ; Tsitsipis, D. ; Kandris, D. ; Tzes, Antonios ; Theocharis, T. / A dual scheme for compression and restoration of sequentially transmitted images over Wireless Sensor Networks. In: Ad Hoc Networks. 2013 ; Vol. 11, No. 1. pp. 410-426.
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