Anisotropic diffusion-based texture preserving optical flow estimation using an incremental multi-resolution approach

Ju Hwari Lee, Byeong Cheol Choi, Sung Min Kim, Jong Seob Jeong, Ki Charig Nam

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

Abstract

The purpose of this study was to propose a texture preserving optical flow approach based on non-linear anisotropic diffusion filtering scheme to estimate the accurate motion fields. The proposed technique estimated the motion fields based on several fundamental techniques. Firstly, we recomposed the original image by using the structure-texture decomposition to remove the structure information from the input image. We then employed an anisotropic diffusion-based slightly non-convex TVLi minimization scheme into the spline interpolation based coarse-to-fine warping approach. The intermediate bilateral filter is applied after each iterative warping step to prevent over- smoothing effects. We selected the average angular error and the average end point error as evaluation indices to evaluate the improvements of our approach. The results of the present study found that the proposed approach outperformed all employed methods in terms of both AAE and AEPE. Moreover, our approach successfully handled the inherent shadow and shading artifacts. We also obtained the reliable motion fields on the image boundaries and poorly textured regions.

Original languageEnglish
Title of host publicationProceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014
EditorsXiaohong Jiang, Shaozi Li, Ying Dai, Yun Cheng
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages210-216
Number of pages7
ISBN (Electronic)9781479931965
DOIs
StatePublished - 5 Nov 2014
Event2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014 - Sapporo City, Hokkaido, Japan
Duration: 26 Apr 201428 Apr 2014

Publication series

NameProceedings - 2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014
Volume1

Conference

Conference2014 International Conference on Information Science, Electronics and Electrical Engineering, ISEEE 2014
Country/TerritoryJapan
CitySapporo City, Hokkaido
Period26/04/1428/04/14

Keywords

  • Anisotropic diffusion filter
  • bilateral Jilter
  • Image decomposition
  • optical flow
  • TV-Li minimization

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