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Content Provider | IET Digital Library |
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Author | Chen, Can Ding, Fei Zhang, Dengyin |
Abstract | Distributed compressive video sensing (DCVS) is a novel video coding technique that shifts sophisticated motion estimation and compensation from the encoder to the decoder and is suitable for resource-limited communication, namely wireless video sensor networks (WVSNs). In DCVS, key frames serve as the reference for subsequent non-key frames in a given group of pictures (GOP). However, in fast-motion sequences, e.g. scene-changing sequences, a fixed GOP size can cause inaccuracy in the selection of reference key frames. The difference in the peak signal-to-noise ratio between key frames and non-key frames caused by this inaccuracy appears as flicker in the decoded video, negatively affecting the quality of experience. To address this problem, the authors present a perceptual hash algorithm-based adaptive GOP selection algorithm for DCVS and a novel allocation model for the frame sampling rate. In addition, the authors define several indexes to assess the degree of flicker in decoded video. The experimental results demonstrate that the proposed algorithm reduces the degree of flicker in fast-motion sequences by 40–60% relative to the state-of-the-art architecture, while also outperforming other adaptive GOP selection strategies. |
Starting Page | 210 |
Ending Page | 217 |
Page Count | 8 |
ISSN | 17519659 |
Volume Number | 12 |
e-ISSN | 17519667 |
Issue Number | Issue 2, Feb (2018) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/12/2 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2017.0354 |
Journal | IET Image Processing |
Publisher Date | 2017-09-04 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Adaptive GOP Selection Algorithm Compressed Sensing DCVS Decoder Distributed Compressive Video Sensing Encoder Fast-motion Sequence Fixed GOP Size Frame Sampling Rate Group of Pictures Image And Video Coding Image Sequence Motion Compensation Motion Estimation Novel Allocation Model Peak Signal-to-noise Ratio Perceptual Hash Algorithm Quality of Experience Reference Key Frame Selection Resource Allocation Resource-limited Communication Scene-changing Sequence Subsequent Nonkey Frames Video Coding Video Coding Technique Video Signal Processing Wireless Video Sensor Network WVSN |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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