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NetflixlWix
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Tech, Special Report, Americas

Message par NetflixlWix » jeu. 16 juin 2022 14:01

However, the ground truth HR videos are always required to train deep models, which cannot be easily satisfied in real applications. SR problem. These methods achieve decent performance on real-world applications. However, most of these methods are designed for the single image SR problem, and few are developed for the video SR problem. In this paper, we present an effective video SR algorithm based on self-supervised learning, which can simultaneously estimate the blur kernels and the latent HR frames based on deep CNNs. LR input videos for HR ones restoration. We first develop deep CNN models to estimate blur kernels. Latent HR videos from LR input videos. Then, we use the original LR input videos to constrain the regenerated LR videos, which are generated by the estimated blur kernels and latent HR videos according to the image formation of video SR, so that the deep models can be learned. However, directly using LR input videos as the supervision of network training usually leads to trivial solutions.




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