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Learning for Video Compression [PDF]
IEEE Transactions on Circuits and Systems for Video Technology, 2020 One key challenge to learning-based video compression is that motion predictive coding, a very effective tool for video compression, can hardly be trained into a neural network. In this paper we propose the concept of PixelMotionCNN (PMCNN) which includes motion extension and hybrid prediction networks.
Zhibo Chen, Tianyu He
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A Novel Video Compression Approach Based on Two-Stage Learning [PDF]
EntropyIn recent years, the rapid growth of video data posed challenges for storage and transmission. Video compression techniques provided a viable solution to this problem.
Dan Shao +4 more
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Multiview Video Compression [PDF]
IEEE Signal Processing Magazine, 2007 Due to the vast raw bit rate of multiview video, efficient compression techniques are essential for 3D scene communication. As the video data originate from the same scene, the inherent similarities of the multiview imagery are exploited for efficient compression.
Markus Flierl, Bernd Girod
exaly +2 more sources
Recent trending on learning based video compression: A survey
Cognitive Robotics, 2021 The increase of video content and video resolution drive more exploration of video compression techniques recently. Meanwhile, learning-based video compression is receiving much attention over the past few years because of its content adaptivity and ...
Trinh Man Hoang, M.E, Jinjia Zhou, PhD
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Efficient Video Compression Using Afterimage Representation [PDF]
SensorsRecent advancements in large-scale video data have highlighted the growing need for efficient data compression techniques to enhance video processing performance.
Minseong Jeon, Kyungjoo Cheoi
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Video Captioning in Compressed Video [PDF]
CoRR, 2021 Existing approaches in video captioning concentrate on exploring global frame features in the uncompressed videos, while the free of charge and critical saliency information already encoded in the compressed videos is generally neglected. We propose a video captioning method which operates directly on the stored compressed videos.
Mingjian Zhu, Chenrui Duan, Changbin Yu
openaire +3 more sources
Knowledge Engineering and Data Science, 2023 Video compression is used for storage or bandwidth efficiency in clip video information. Video compression involves encoders and decoders. Video compression uses intra-frame, inter-frame, and block-based methods.
Arief Bramanto Wicaksono Putra +4 more
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Video recorder memory calculation of video surveillance system
Технічна інженерія, 2021 This article analyzes modern video compression formats, presents and substantiates the algorithm for calculating the required volume of the DVR to allow storage of video surveillance systems for the required period, provides a procedure for selecting a ...
O.F. , T.M. , O.V. , V.V. , D.S. , S.M.
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Video images compression and restoration methods based on optimal sampling [PDF]
Компьютерная оптика, 2019 The study proposes video images compression and restoration methods based on multidimensional sampling theory that provide four-fold video compression and subsequent real-time restoration with loss levels below visually perceptible threshold.
Vladimir Drynkin +2 more
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Wavelet compression of video images with measurement information in automated systems
Технічна інженерія, 2020 Video images with measuring information in automated systems have a large volume. For example, the volume of video images of structures of natural origin is kilos and megabytes of information.
Yu.O. Podchashinskiy +3 more
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