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Transformer for super-resolution video

Transformer for super-resolution video


Video Super-Resolution Transformer

arXiv paper abstract https://arxiv.org/abs/2106.06847



Video super-resolution (VSR), with the aim to restore a high-resolution video from its corresponding low-resolution version

... make the first attempt to adapt Transformer for VSR.

... we present a spatial-temporal convolutional self-attention layer with a theoretical understanding to exploit the locality information.

... we design a bidirectional optical flow-based feed-forward layer to discover the correlations across different video frames and also align features.

Extensive experiments on several benchmark datasets demonstrate the effectiveness of our proposed method. ...


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