Pattern-based video coding with dynamic background modeling
The existing video coding standard H.264 could not provide expected rate-distortion (RD) performance for macroblocks (MBs) with both moving objects and static background and the MBs with uncovered background (previously occluded). The pattern-based video coding (PVC) technique partially addresses th...
Saved in:
Main Authors: | , , , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2014
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/101383 http://hdl.handle.net/10220/18399 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-101383 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1013832020-05-28T07:18:28Z Pattern-based video coding with dynamic background modeling Paul, Manoranjan Lin, Weisi Lau, Chiew Tong Lee, Bu-Sung School of Computer Engineering DRNTU::Engineering::Computer science and engineering The existing video coding standard H.264 could not provide expected rate-distortion (RD) performance for macroblocks (MBs) with both moving objects and static background and the MBs with uncovered background (previously occluded). The pattern-based video coding (PVC) technique partially addresses the first problem by separating and encoding moving area and skipping background area at block level using binary pattern templates. However, the existing PVC schemes could not outperform the H.264 with significant margin at high bit rates due to the least number of MBs classified using the pattern mode. Moreover, both H.264 and the PVC scheme could not provide the expected RD performance for the uncovered background areas due to the unavailability of the reference areas in the existing approaches. In this paper, we propose a new PVC technique which will use the most common frame in a scene (McFIS) as a reference frame to overcome the problems. Apart from the use of McFIS as a reference frame, we also introduce a content-dependent pattern generation strategy for better RD performance. The experimental results confirm the superiority of the proposed schemes in comparison with the existing PVC and the McFIS-based methods by achieving significant image quality gain at a wide range of bit rates. Published version 2014-01-03T08:33:01Z 2019-12-06T20:37:37Z 2014-01-03T08:33:01Z 2019-12-06T20:37:37Z 2013 2013 Journal Article Paul, M., Lin, W., Lau, C. T., & Lee, B.-S. (2013). Pattern-based video coding with dynamic background modeling. EURASIP journal on advances in signal processing, 2013(138), 1-15. 1687-6180 https://hdl.handle.net/10356/101383 http://hdl.handle.net/10220/18399 10.1186/1687-6180-2013-138 en EURASIP journal on advances in signal processing © 2013 The Authors, licensee Springer. This paper was published in EURASIP Journal on Advances in Signal Processing and is made available as an electronic reprint (preprint) with permission of the authors. The paper can be found at the following official DOI: [http://dx.doi.org/10.1186/1687-6180-2013-138]. One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper is prohibited and is subject to penalties under law. application/pdf |
institution |
Nanyang Technological University |
building |
NTU Library |
country |
Singapore |
collection |
DR-NTU |
language |
English |
topic |
DRNTU::Engineering::Computer science and engineering |
spellingShingle |
DRNTU::Engineering::Computer science and engineering Paul, Manoranjan Lin, Weisi Lau, Chiew Tong Lee, Bu-Sung Pattern-based video coding with dynamic background modeling |
description |
The existing video coding standard H.264 could not provide expected rate-distortion (RD) performance for macroblocks (MBs) with both moving objects and static background and the MBs with uncovered background (previously occluded). The pattern-based video coding (PVC) technique partially addresses the first problem by separating and encoding moving area and skipping background area at block level using binary pattern templates. However, the existing PVC schemes could not outperform the H.264 with significant margin at high bit rates due to the least number of MBs classified using the pattern mode. Moreover, both H.264 and the PVC scheme could not provide the expected RD performance for the uncovered background areas due to the unavailability of the reference areas in the existing approaches. In this paper, we propose a new PVC technique which will use the most common frame in a scene (McFIS) as a reference frame to overcome the problems. Apart from the use of McFIS as a reference frame, we also introduce a content-dependent pattern generation strategy for better RD performance. The experimental results confirm the superiority of the proposed schemes in comparison with the existing PVC and the McFIS-based methods by achieving significant image quality gain at a wide range of bit rates. |
author2 |
School of Computer Engineering |
author_facet |
School of Computer Engineering Paul, Manoranjan Lin, Weisi Lau, Chiew Tong Lee, Bu-Sung |
format |
Article |
author |
Paul, Manoranjan Lin, Weisi Lau, Chiew Tong Lee, Bu-Sung |
author_sort |
Paul, Manoranjan |
title |
Pattern-based video coding with dynamic background modeling |
title_short |
Pattern-based video coding with dynamic background modeling |
title_full |
Pattern-based video coding with dynamic background modeling |
title_fullStr |
Pattern-based video coding with dynamic background modeling |
title_full_unstemmed |
Pattern-based video coding with dynamic background modeling |
title_sort |
pattern-based video coding with dynamic background modeling |
publishDate |
2014 |
url |
https://hdl.handle.net/10356/101383 http://hdl.handle.net/10220/18399 |
_version_ |
1681058893694763008 |