Space-Time-Aware Multi-Resolution Video Enhancement

@article{Haris2020SpaceTimeAwareMV,
  title={Space-Time-Aware Multi-Resolution Video Enhancement},
  author={Muhammad Haris and G. Shakhnarovich and N. Ukita},
  journal={2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2020},
  pages={2856-2865}
}
We consider the problem of space-time super-resolution (ST-SR): increasing spatial resolution of video frames and simultaneously interpolating frames to increase the frame rate. Modern approaches handle these axes one at a time. In contrast, our proposed model called STARnet super-resolves jointly in space and time. This allows us to leverage mutually informative relationships between time and space: higher resolution can provide more detailed information about motion, and higher frame-rate can… Expand
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