Fast Enhanced DWT based Video Micro Movement Magnification

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

Magnifying micro movements of natural videos that are undetectable by human eye have recently received considerable interests. This is due to its impact in numerous applications. In this paper, we present a new technique to estimate accurate phase changes between subsequent video frames at different spatial locations of Complex Wavelets CWT sub bands. This estimation is more accurate compared to recent literature techniques utilizing CWT in micro movement magnification. We also propose to speed up the magnification process through only amplifying small CWT local phase error intervals for each individual frame sub band. A simple block matching technique is also proposed to assess the quality of magnification and localize magnified regions. We applied our proposed technique on both Dual Tree Complex Wavelet Transform DT-CWT as well as Real two-dimensional Dual Tree DWT. Several simulations are given to show that the proposed technique competes very well with the existing micro magnification approaches such as steerable pyramids STR and Riesz Transform based steerable pyramids RT-STR. A detailed comparison of these techniques performance in micro movement magnification is illustrated. The attached video file demonstrates the superior video quality attained by the proposed technique.

Original languageEnglish
Title of host publication2019 IEEE 19th International Symposium on Signal Processing and Information Technology, ISSPIT 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728153414
DOIs
StatePublished - Dec 2019
Event19th IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2019 - Ajman, United Arab Emirates
Duration: 10 Dec 201912 Dec 2019

Publication series

Name2019 IEEE 19th International Symposium on Signal Processing and Information Technology, ISSPIT 2019

Conference

Conference19th IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2019
Country/TerritoryUnited Arab Emirates
CityAjman
Period10/12/1912/12/19

Keywords

  • Complex wavelets
  • Micro video magnification
  • local phase amplification

Funding Agency

  • Kuwait Foundation for the Advancement of Sciences

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