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Block size dependent error model for motion compensation

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

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OriginalspracheEnglisch
Titel des Sammelwerks2010 IEEE International Conference on Image Processing
Untertitel ICIP 2010, Proceedings
Seiten969-972
Seitenumfang4
PublikationsstatusVeröffentlicht - Dez. 2010
Veranstaltung2010 17th IEEE International Conference on Image Processing, ICIP 2010 - Hong Kong, Hongkong
Dauer: 26 Sept. 201029 Sept. 2010

Publikationsreihe

NameProceedings - International Conference on Image Processing, ICIP
ISSN (Print)1522-4880

Abstract

Current video coding standards use block-based motion estimation and compensation algorithms to exploit dependencies between consecutive frames. It is a well-known fact that decreasing the block size reduces the motion-compensated frame difference, and thus reduces the data rate. However, no theoretical evaluations are available to model this relation. This paper derives a model for the prediction error variance of block-based motion compensation algorithms with respect to the block size. It is shown that the variance of the displaced frame difference of a block can be modelled with the pixel position and only three additional parameters. It can be observed that the variance increases almost linearly with the block size.

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Block size dependent error model for motion compensation. / Klomp, Sven; Munderloh, Marco; Ostermann, Jörn.
2010 IEEE International Conference on Image Processing: ICIP 2010, Proceedings. 2010. S. 969-972 5649414 (Proceedings - International Conference on Image Processing, ICIP).

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Klomp, S, Munderloh, M & Ostermann, J 2010, Block size dependent error model for motion compensation. in 2010 IEEE International Conference on Image Processing: ICIP 2010, Proceedings., 5649414, Proceedings - International Conference on Image Processing, ICIP, S. 969-972, 2010 17th IEEE International Conference on Image Processing, ICIP 2010, Hong Kong, Hongkong, 26 Sept. 2010. https://doi.org/10.1109/ICIP.2010.5649414
Klomp, S., Munderloh, M., & Ostermann, J. (2010). Block size dependent error model for motion compensation. In 2010 IEEE International Conference on Image Processing: ICIP 2010, Proceedings (S. 969-972). Artikel 5649414 (Proceedings - International Conference on Image Processing, ICIP). https://doi.org/10.1109/ICIP.2010.5649414
Klomp S, Munderloh M, Ostermann J. Block size dependent error model for motion compensation. in 2010 IEEE International Conference on Image Processing: ICIP 2010, Proceedings. 2010. S. 969-972. 5649414. (Proceedings - International Conference on Image Processing, ICIP). doi: 10.1109/ICIP.2010.5649414
Klomp, Sven ; Munderloh, Marco ; Ostermann, Jörn. / Block size dependent error model for motion compensation. 2010 IEEE International Conference on Image Processing: ICIP 2010, Proceedings. 2010. S. 969-972 (Proceedings - International Conference on Image Processing, ICIP).
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title = "Block size dependent error model for motion compensation",
abstract = "Current video coding standards use block-based motion estimation and compensation algorithms to exploit dependencies between consecutive frames. It is a well-known fact that decreasing the block size reduces the motion-compensated frame difference, and thus reduces the data rate. However, no theoretical evaluations are available to model this relation. This paper derives a model for the prediction error variance of block-based motion compensation algorithms with respect to the block size. It is shown that the variance of the displaced frame difference of a block can be modelled with the pixel position and only three additional parameters. It can be observed that the variance increases almost linearly with the block size.",
keywords = "Block matching, Block size, Motion compensation, Prediction error, Video coding",
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TY - GEN

T1 - Block size dependent error model for motion compensation

AU - Klomp, Sven

AU - Munderloh, Marco

AU - Ostermann, Jörn

PY - 2010/12

Y1 - 2010/12

N2 - Current video coding standards use block-based motion estimation and compensation algorithms to exploit dependencies between consecutive frames. It is a well-known fact that decreasing the block size reduces the motion-compensated frame difference, and thus reduces the data rate. However, no theoretical evaluations are available to model this relation. This paper derives a model for the prediction error variance of block-based motion compensation algorithms with respect to the block size. It is shown that the variance of the displaced frame difference of a block can be modelled with the pixel position and only three additional parameters. It can be observed that the variance increases almost linearly with the block size.

AB - Current video coding standards use block-based motion estimation and compensation algorithms to exploit dependencies between consecutive frames. It is a well-known fact that decreasing the block size reduces the motion-compensated frame difference, and thus reduces the data rate. However, no theoretical evaluations are available to model this relation. This paper derives a model for the prediction error variance of block-based motion compensation algorithms with respect to the block size. It is shown that the variance of the displaced frame difference of a block can be modelled with the pixel position and only three additional parameters. It can be observed that the variance increases almost linearly with the block size.

KW - Block matching

KW - Block size

KW - Motion compensation

KW - Prediction error

KW - Video coding

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DO - 10.1109/ICIP.2010.5649414

M3 - Conference contribution

AN - SCOPUS:78651070763

SN - 9781424479948

T3 - Proceedings - International Conference on Image Processing, ICIP

SP - 969

EP - 972

BT - 2010 IEEE International Conference on Image Processing

T2 - 2010 17th IEEE International Conference on Image Processing, ICIP 2010

Y2 - 26 September 2010 through 29 September 2010

ER -

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