Super-resolution video using recurrent back-projection GAN with RBPGAN
Super-resolution video using recurrent back-projection GAN with RBPGAN
RBPGAN: Recurrent Back-Projection GAN for Video Super Resolution
arXiv paper abstract https://arxiv.org/abs/2311.09178
arXiv PDF paper https://arxiv.org/pdf/2311.09178.pdf
... video super resolution (VSR) has become a very impactful task in the area of Computer Vision due to its various applications.
... propose Recurrent Back-Projection Generative Adversarial Network (RBPGAN) for VSR in an attempt to generate temporally coherent solutions while preserving spatial details.
RBPGAN integrates two state-of-the-art models to get the best in both worlds without compromising the accuracy of produced video.
The generator of the model is inspired by RBPN system, while the discriminator is inspired by TecoGAN.
... also utilize Ping-Pong loss to increase temporal consistency over time.
... outperforms earlier work in terms of temporally consistent details ...
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