Sparse Representation-Based Multiple Frame Video Super-Resolution. Dai, Q., Yoo, S., Kappeler, A., & Katsaggelos, A. K. IEEE Transactions on Image Processing, 26(2):765–781, feb, 2017.
Sparse Representation-Based Multiple Frame Video Super-Resolution [link]Paper  doi  abstract   bibtex   
In this paper, we propose two multiple-frame super-resolution (SR) algorithms based on dictionary learning (DL) and motion estimation. First, we adopt the use of video bilevel DL, which has been used for single-frame SR. It is extended to multiple frames by using motion estimation with sub-pixel accuracy. We propose a batch and a temporally recursive multi-frame SR algorithm, which improves over single-frame SR. Finally, we propose a novel DL algorithm utilizing consecutive video frames, rather than still images or individual video frames, which further improves the performance of the video SR algorithms. Extensive experimental comparisons with the state-of-the-art SR algorithms verify the effectiveness of our proposed multiple-frame video SR approach.
@article{Qiqin2016,
abstract = {In this paper, we propose two multiple-frame super-resolution (SR) algorithms based on dictionary learning (DL) and motion estimation. First, we adopt the use of video bilevel DL, which has been used for single-frame SR. It is extended to multiple frames by using motion estimation with sub-pixel accuracy. We propose a batch and a temporally recursive multi-frame SR algorithm, which improves over single-frame SR. Finally, we propose a novel DL algorithm utilizing consecutive video frames, rather than still images or individual video frames, which further improves the performance of the video SR algorithms. Extensive experimental comparisons with the state-of-the-art SR algorithms verify the effectiveness of our proposed multiple-frame video SR approach.},
author = {Dai, Qiqin and Yoo, Seunghwan and Kappeler, Armin and Katsaggelos, Aggelos K.},
doi = {10.1109/TIP.2016.2631339},
issn = {1057-7149},
journal = {IEEE Transactions on Image Processing},
keywords = {Video super-resolution,dictionary learning,motion estimation,optical flow,sparse coding},
month = {feb},
number = {2},
pages = {765--781},
pmid = {27893388},
title = {{Sparse Representation-Based Multiple Frame Video Super-Resolution}},
url = {http://ieeexplore.ieee.org/document/7752984/},
volume = {26},
year = {2017}
}

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