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Block Modulating Video Compression: An Ultra Low Complexity Image Compression Encoder for Resource Limited Platforms
- Publication Year :
- 2022
- Publisher :
- arXiv, 2022.
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Abstract
- We consider the image and video compression on resource limited platforms. An ultra low-cost image encoder, named Block Modulating Video Compression (BMVC) with an encoding complexity ${\cal O}(1)$ is proposed to be implemented on mobile platforms with low consumption of power and computation resources. We also develop two types of BMVC decoders, implemented by deep neural networks. The first BMVC decoder is based on the Plug-and-Play (PnP) algorithm, which is flexible to different compression ratios. And the second decoder is a memory efficient end-to-end convolutional neural network, which aims for real-time decoding. Extensive results on the high definition images and videos demonstrate the superior performance of the proposed codec and the robustness against bit quantization.<br />Comment: 13 pages, 8 figures
- Subjects :
- FOS: Computer and information sciences
Computer Vision and Pattern Recognition (cs.CV)
Image and Video Processing (eess.IV)
Computer Science - Computer Vision and Pattern Recognition
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
FOS: Electrical engineering, electronic engineering, information engineering
Data_CODINGANDINFORMATIONTHEORY
Electrical Engineering and Systems Science - Image and Video Processing
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....0e170f78cc61a384a1093ef60295681e
- Full Text :
- https://doi.org/10.48550/arxiv.2205.03677