Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information

Junhyung Kim, Seungchul Ryu, Seungryong Kim, Kwanghoon Sohn

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Conventional stereo matching methods provide the unsatisfactory results for stereo pairs under uncontrolled environments such as illumination distortions and camera device changes. A majority of efforts to address this problem has devoted to develop robust cost function. However, the stereo matching results by cost function cannot be liberated from a false correspondence when radiometric distortions exist. This paper presents a robust stereo matching approach based on probabilistic Laplacian propagation. In the proposed method, reliable ground control points are selected using weighted mutual information and reliability check. The ground control points are then propagated with probabilistic Laplacian. Since only reliable matching is propagated with the reliability of GCP, the proposed approach is robust to a false initial matching. Experimental results demonstrate the effectiveness of the proposed method in stereo matching for image pairs taken under illumination and exposure distortions.

Original languageEnglish
Title of host publicationProceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015
EditorsRobert Sitnik, William Puech
PublisherSPIE
ISBN (Electronic)9781628414837
DOIs
Publication statusPublished - 2015 Jan 1
EventThree-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015 - San Francisco, United States
Duration: 2015 Feb 102015 Feb 12

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume9393
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Other

OtherThree-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015
CountryUnited States
CitySan Francisco
Period15/2/1015/2/12

Fingerprint

Stereo Matching
Mutual Information
Propagation
Cost functions
propagation
Control Points
Lighting
Cost Function
Illumination
Cameras
illumination
costs
Correspondence
Camera
Experimental Results
cameras
Demonstrate
False

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Cite this

Kim, J., Ryu, S., Kim, S., & Sohn, K. (2015). Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information. In R. Sitnik, & W. Puech (Eds.), Proceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015 [93930I] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 9393). SPIE. https://doi.org/10.1117/12.2077538
Kim, Junhyung ; Ryu, Seungchul ; Kim, Seungryong ; Sohn, Kwanghoon. / Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information. Proceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015. editor / Robert Sitnik ; William Puech. SPIE, 2015. (Proceedings of SPIE - The International Society for Optical Engineering).
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Kim, J, Ryu, S, Kim, S & Sohn, K 2015, Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information. in R Sitnik & W Puech (eds), Proceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015., 93930I, Proceedings of SPIE - The International Society for Optical Engineering, vol. 9393, SPIE, Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015, San Francisco, United States, 15/2/10. https://doi.org/10.1117/12.2077538

Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information. / Kim, Junhyung; Ryu, Seungchul; Kim, Seungryong; Sohn, Kwanghoon.

Proceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015. ed. / Robert Sitnik; William Puech. SPIE, 2015. 93930I (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 9393).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Kim J, Ryu S, Kim S, Sohn K. Robust stereo matching based on probabilistic Laplacian propagation with weighted mutual information. In Sitnik R, Puech W, editors, Proceedings of SPIE-IS and T Electronic Imaging - Three-Dimensional Image Processing, Measurement (3DIPM), and Applications 2015. SPIE. 2015. 93930I. (Proceedings of SPIE - The International Society for Optical Engineering). https://doi.org/10.1117/12.2077538