Weighted linear motion deblurring with blur kernel estimation using consecutive frames

Woo Jin Jeong; Jin Wook Park; Dong Seok Lee; Wonju Choi; Young Shik Moon

doi:10.1109/ISCE.2014.6884387

Weighted linear motion deblurring with blur kernel estimation using consecutive frames

Woo Jin Jeong, Jin Wook Park, Dong Seok Lee, Wonju Choi, Young Shik Moon

Dept. of Industrial Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

We propose an efficient algorithm for motion deblurring with kernel estimation using consecutive images. First we estimate motion vectors between consecutive images using optical flow and RANSAC. Then we calculate the weights of motion vectors. The proposed method is similar to Ben-Ezra's method. The main difference is that we use a single camera for estimating a blur kernel and capturing a blurred image. Experimental results have shown that the proposed method produces better deblurred images with less artifacts.

Original language	English
Title of host publication	ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Print)	9781479945924
DOIs	https://doi.org/10.1109/ISCE.2014.6884387
State	Published - 2014
Event	18th IEEE International Symposium on Consumer Electronics, ISCE 2014 - Jeju, Korea, Republic of Duration: 22 Jun 2014 → 25 Jun 2014

Publication series

Name	Proceedings of the International Symposium on Consumer Electronics, ISCE

Conference

Conference	18th IEEE International Symposium on Consumer Electronics, ISCE 2014
Country/Territory	Korea, Republic of
City	Jeju
Period	22/06/14 → 25/06/14

Keywords

consecutive frames
deblurring
kernel estimation
linear motion
video deblurring

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10.1109/ISCE.2014.6884387

Cite this

Jeong, W. J., Park, J. W., Lee, D. S., Choi, W., & Moon, Y. S. (2014). Weighted linear motion deblurring with blur kernel estimation using consecutive frames. In ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics Article 6884387 (Proceedings of the International Symposium on Consumer Electronics, ISCE). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISCE.2014.6884387

@inproceedings{9cc844e349564e25ace5e4d960be02f8,

title = "Weighted linear motion deblurring with blur kernel estimation using consecutive frames",

abstract = "We propose an efficient algorithm for motion deblurring with kernel estimation using consecutive images. First we estimate motion vectors between consecutive images using optical flow and RANSAC. Then we calculate the weights of motion vectors. The proposed method is similar to Ben-Ezra's method. The main difference is that we use a single camera for estimating a blur kernel and capturing a blurred image. Experimental results have shown that the proposed method produces better deblurred images with less artifacts.",

keywords = "consecutive frames, deblurring, kernel estimation, linear motion, video deblurring",

author = "Jeong, \{Woo Jin\} and Park, \{Jin Wook\} and Lee, \{Dong Seok\} and Wonju Choi and Moon, \{Young Shik\}",

year = "2014",

doi = "10.1109/ISCE.2014.6884387",

language = "English",

isbn = "9781479945924",

series = "Proceedings of the International Symposium on Consumer Electronics, ISCE",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics",

note = "18th IEEE International Symposium on Consumer Electronics, ISCE 2014 ; Conference date: 22-06-2014 Through 25-06-2014",

}

Jeong, WJ, Park, JW, Lee, DS, Choi, W & Moon, YS 2014, Weighted linear motion deblurring with blur kernel estimation using consecutive frames. in ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics., 6884387, Proceedings of the International Symposium on Consumer Electronics, ISCE, Institute of Electrical and Electronics Engineers Inc., 18th IEEE International Symposium on Consumer Electronics, ISCE 2014, Jeju, Korea, Republic of, 22/06/14. https://doi.org/10.1109/ISCE.2014.6884387

Weighted linear motion deblurring with blur kernel estimation using consecutive frames. / Jeong, Woo Jin; Park, Jin Wook; Lee, Dong Seok et al.
ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics. Institute of Electrical and Electronics Engineers Inc., 2014. 6884387 (Proceedings of the International Symposium on Consumer Electronics, ISCE).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Weighted linear motion deblurring with blur kernel estimation using consecutive frames

AU - Jeong, Woo Jin

AU - Park, Jin Wook

AU - Lee, Dong Seok

AU - Choi, Wonju

AU - Moon, Young Shik

PY - 2014

Y1 - 2014

N2 - We propose an efficient algorithm for motion deblurring with kernel estimation using consecutive images. First we estimate motion vectors between consecutive images using optical flow and RANSAC. Then we calculate the weights of motion vectors. The proposed method is similar to Ben-Ezra's method. The main difference is that we use a single camera for estimating a blur kernel and capturing a blurred image. Experimental results have shown that the proposed method produces better deblurred images with less artifacts.

AB - We propose an efficient algorithm for motion deblurring with kernel estimation using consecutive images. First we estimate motion vectors between consecutive images using optical flow and RANSAC. Then we calculate the weights of motion vectors. The proposed method is similar to Ben-Ezra's method. The main difference is that we use a single camera for estimating a blur kernel and capturing a blurred image. Experimental results have shown that the proposed method produces better deblurred images with less artifacts.

KW - consecutive frames

KW - deblurring

KW - kernel estimation

KW - linear motion

KW - video deblurring

UR - https://www.scopus.com/pages/publications/84907325668

U2 - 10.1109/ISCE.2014.6884387

DO - 10.1109/ISCE.2014.6884387

M3 - Conference contribution

AN - SCOPUS:84907325668

SN - 9781479945924

T3 - Proceedings of the International Symposium on Consumer Electronics, ISCE

BT - ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 18th IEEE International Symposium on Consumer Electronics, ISCE 2014

Y2 - 22 June 2014 through 25 June 2014

ER -

Jeong WJ, Park JW, Lee DS, Choi W, Moon YS. Weighted linear motion deblurring with blur kernel estimation using consecutive frames. In ISCE 2014 - 18th IEEE International Symposium on Consumer Electronics. Institute of Electrical and Electronics Engineers Inc. 2014. 6884387. (Proceedings of the International Symposium on Consumer Electronics, ISCE). doi: 10.1109/ISCE.2014.6884387

Weighted linear motion deblurring with blur kernel estimation using consecutive frames

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Keywords

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