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Titlebook: Smart Algorithms for Multimedia and Imaging; Michael N. Rychagov,Ekaterina V. Tolstaya,Mikhail Book 2021 Springer Nature Switzerland AG 2

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Depth Estimation and Control,al retrospective of 3D TV technology, we consider the factors contributing to eye fatigue of the stereo content viewer and some aspects of different 3D reproduction systems. To lower the stereo effect and eye fatigue associated with it, we propose to estimate depth from stereo video, refine and post
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Semi-Automatic 2D to 3D Video Conversion,ropagation, motion vector estimation, background inpainting, and stereo synthesis comprise the stereo conversion pipeline. We also consider several aspects of content production, such as stereo shooting and stereo conversion. The depth propagation algorithm is based on patch matching using patch has
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Automatic Video Editing,uality and the importance of the action filmed; and cutting the footage into a brief and coherent visual story that would be interesting to watch is implemented in a purely data-driven manner. We describe a system that is capable of learning the editing style from samples extracted from the content
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Real-Time Detection of Sports Broadcasts Using Video Content Analysis,roblem of detecting game (sport) matches in a video stream is considered and a frame-level lightweight, real-time classification algorithm is described. Video processing technology is implemented that provides the required per-frame classification accuracy in real time. The proposed approach can eas
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Natural Effect Generation and Reproduction,ethod is intended to be adapted for implementation in embedded hardware platforms. Displayed animation behaves uniquely each time it is played back and does not repeat itself during playback, creating vivid and lively impressions for the viewer. Adaptation of effect parameters according to the backg
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Image Classification as a Service,ations, data collection and annotation, metrics and evaluation procedures; we review different model training approaches and model training frameworks. Finally, we describe the model deployment process.
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