Awesome

SAM

We proposed a stereo attention module (SAM) to extend arbitrary single image SR methods for stereo image SR. [<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8998204">PDF</a>] <br>

We release the demo of SRResNet+SAM in a new branch. [<a href="https://github.com/XinyiYing/SAM/tree/SRResNet_SAM">Code</a>] <br><br>

Architecture of SAM

<img src="https://raw.github.com/XinyiYing/SAM/master/Figs/Network.jpg" width="600"><br>

Visualization of Generated Attention Maps

<img src="https://raw.github.com/XinyiYing/SAM/master/Figs/AttMap.jpg" width="600"><br>

Quantitative Results

<img src="https://raw.github.com/XinyiYing/SAM/master/Figs/Quantitative.jpg" width="1000"><br>

Qualitative Results

<img src="https://raw.github.com/XinyiYing/SAM/master/Figs/Qualitative.jpg" width="1000"><br>

Citiation

If you find our work helpful, please cite: <br><br>

@article{SAM,
  title={A Stereo Attention Module for Stereo Image Super-Resolution},
  author={Ying, Xinyi and Wang, Yingqian and Wang, Longguang and Sheng, Weidong and An, Wei and Guo, Yulan},
  journal={IEEE Signal Processing Letters},
  year={2020},
  volume={27},
  pages={496-500},
  publisher={IEEE}
}

Related Work

• Non-Local Nested Residual Attention Network for Stereo Image Super-Resolution, ICASSP 2020, [<a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9054687" target="_blank">pdf</a>]
• Stereoscopic Image Super-Resolution with Stereo Consistent Feature, AAAI 2020. [<a href="https://www.aaai.org/Papers/AAAI/2020GB/AAAI-SongW.10348.pdf">pdf</a>]
• Flickr1024: A Large-Scale Dateset for Stereo Image Super-Resolution, ICCVW 2019. [<a href="http://openaccess.thecvf.com/content_ICCVW_2019/papers/LCI/Wang_Flickr1024_A_Large-Scale_Dataset_for_Stereo_Image_Super-Resolution_ICCVW_2019_paper.pdf">pdf</a>], [<a href="https://yingqianwang.github.io/Flickr1024">website</a>].
• Learning Parallax Attention for Stereo Image Super-resolution, CVPR 2019. [<a href="https://arxiv.org/pdf/1903.05784.pdf">pdf</a>], [<a href="https://github.com/LongguangWang/PASSRnet">code</a>].
• Enhancing the spatial resolution of stereo images using a parallax prior, CVPR 2018. [<a href="Enhancing the spatial resolution of stereo images using a parallax prior">pdf</a>].

Contact

You can contact us at yingxinyi18@nudt.edu.cn or wangyingqian16@nudt.edu.cn for any question about this work. <br>