Efficient Video Super-Resolution through Recurrent Latent Space Propagation

Understand

With the recent trend for ultra high definition displays, the demand for high quality and efficient video super-resolution (VSR) has become more important than ever.

• Previous methods adopt complex motion compensation strategies to exploit temporal information when estimating the missing high frequency details.
• However, as the motion estimation problem is a highly challenging problem, inaccurate motion compensation may affect the performance of VSR algorithms.
• Furthermore, the complex motion compensation module may also introduce a heavy computational burden, which limits the application of these methods in real systems.