BasicVSR is a video super-resolution pipeline including optical flow and residual blocks. It adopts a typical bidirectional recurrent network. The upsampling module $U$ contains multiple pixel-shuffle and convolutions. In the Figure, red and blue colors represent the backward and forward propagations, respectively. The propagation branches contain only generic components. $S, W$, and $R$ refer to the flow estimation module, spatial warping module, and residual blocks, respectively.
Source: BasicVSR: The Search for Essential Components in Video Super-Resolution and BeyondPaper | Code | Results | Date | Stars |
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Task | Papers | Share |
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Super-Resolution | 4 | 26.67% |
Video Super-Resolution | 4 | 26.67% |
Video Restoration | 2 | 13.33% |
Optical Flow Estimation | 1 | 6.67% |
Deblurring | 1 | 6.67% |
Denoising | 1 | 6.67% |
Analog Video Restoration | 1 | 6.67% |
Video Enhancement | 1 | 6.67% |
Component | Type |
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PixelShuffle
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Miscellaneous Components | |
Residual Connection
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Skip Connections |