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<h4 class="header center black-text">FuSta</h4>
<h5 class="header center black-text">Hybrid Neural Fusion for Full-frame Video Stabilization</h5>
<h6 class="header center black-text">ICCV 2021</h6>
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<div class="author"><a href="http://www.cmlab.csie.ntu.edu.tw/~yulunliu/" target="blank">Yu-Lun Liu<sup>1</sup></a></div>
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<div class="author"><a href="https://www.wslai.net/" target="blank">Wei-Sheng Lai<sup>2</sup></a></div>
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<div class="author"><a href="https://faculty.ucmerced.edu/mhyang/" target="blank">Ming-Hsuan Yang<sup>2,4,5</sup></a></div>
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<div class="author"><a href="https://www.csie.ntu.edu.tw/~cyy/" target="blank">Yung-Yu Chuang<sup>1</sup></a></div>
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<div class="author"><a href="https://filebox.ece.vt.edu/~jbhuang/" target="blank">Jia-Bin Huang<sup>3</sup></a></div>
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<div class="affiliation"><a href="https://www.ntu.edu.tw/" target="blank"><sup>1</sup>National Taiwan University</a></div>
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<div class="affiliation"><a href="https://ai.google/research" target="blank"><sup>2</sup>Google</a></div>
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<div class="affiliation"><a href="https://vt.edu/" target="blank"><sup>3</sup>Virginia Tech</a></div>
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<div class="affiliation"><a href="https://www.ucmerced.edu/" target="blank"><sup>4</sup>UC Merced</a></div>
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<div class="affiliation"><a href="https://www.yonsei.ac.kr/en_sc/index.jsp" target="blank"><sup>5</sup>Yonsei University</a></div>
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Existing video stabilization methods often generate visible distortion or require aggressive cropping of frame boundaries, resulting in smaller field of views. In this work, we present a frame synthesis algorithm to achieve full-frame video stabilization. We first estimate dense warp fields from neighboring frames and then synthesize the stabilized frame by fusing the warped contents. Our core technical novelty lies in the learning-based hybrid-space fusion that alleviates artifacts caused by optical flow inaccuracy and fast-moving objects. We validate the effectiveness of our method on the NUS, selfie, and DeepStab video datasets. Extensive experiment results demonstrate the merits of our approach over prior video stabilization methods.
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<a href="https://arxiv.org/abs/2102.06205" target="_blank">
<img src="website/images/icon_pdf.png">
</a>
<br>
<a href="https://arxiv.org/abs/2102.06205" target="_blank">arXiv</a>
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<a href="suppl_doc.pdf" target="_blank">
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<br>
<a href="suppl_doc.pdf" target="_blank">Supplementary Material</a>
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<div class="subtitle">Citation</div>
<p>Yu-Lun Liu, Wei-Sheng Lai, Ming-Hsuan Yang, Yung-Yu Chuang, and Jia-Bin Huang, "Hybrid Neural Fusion for Full-frame Video Stabilization", ICCV, 2021</p>
<br>
<div class="subtitle">Bibtex</div>
<pre>
@inproceedings{Liu-FuSta-2021,
title = {Hybrid Neural Fusion for Full-frame Video Stabilization},
author = {Liu, Yu-Lun and Lai, Wei-Sheng and Yang, Ming-Hsuan and Chuang, Yung-Yu and Huang, Jia-Bin},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
year = {2021}
}
</pre>
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<div class="title">Download</div>
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<a href="https://www.cmlab.csie.ntu.edu.tw/~yulunliu/FuSta/iccv21_poster.pdf" target="_blank">
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</a>
<br>
<a href="https://www.cmlab.csie.ntu.edu.tw/~yulunliu/FuSta/iccv21_poster.pdf" target="_blank">Poster</a>
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</a>
<br>
<a href="https://www.cmlab.csie.ntu.edu.tw/~yulunliu/FuSta/slides_mtk_25min.pptx" target="_blank">Slides</a>
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<a href="https://github.com/alex04072000/FuSta" target="_blank">
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<br>
<a href="https://github.com/alex04072000/FuSta" target="_blank">Code</a>
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<a href="https://drive.google.com/file/d/1QpyrrSAs67CS8UKGDSDPHSaRbFnACZ0j/view?usp=sharing" target="_blank">
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</a>
<br>
<a href="https://drive.google.com/file/d/1QpyrrSAs67CS8UKGDSDPHSaRbFnACZ0j/view?usp=sharing" target="_blank">All video stabilization results (6.85 GB)</a>
</div>
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<a href="https://drive.google.com/file/d/16197Fv11ICdjO_oG_QvNq9B3oDdASygS/view?usp=sharing" target="_blank">
<img src="website/images/icon_zip.png">
</a>
<br>
<a href="https://drive.google.com/file/d/16197Fv11ICdjO_oG_QvNq9B3oDdASygS/view?usp=sharing" target="_blank">Our view synthesis results on Tanks and Temples (9 MB)</a>
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<div class="title">Results</div>
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<td><a href="website/HTML/pages/additional_comparisons.html"><div class="navunselected" onmouseover="this.className='navselected';" onmouseout="this.className='navunselected';"><img src="website/HTML/compressed_results/additional_comparisons/additional_comparisons.jpg" width="300"><br>Additional Comparisons</div></a></td>
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<td><a href="website/HTML/pages/bonus_applications.html"><div class="navunselected" onmouseover="this.className='navselected';" onmouseout="this.className='navunselected';"><img src="website/HTML/compressed_results/bonus_applications.jpg" width="300"><br>Ablation studies & Bonus applications</div></a></td>
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<td><a href="website/HTML/pages/video_completion.html"><div class="navunselected" onmouseover="this.className='navselected';" onmouseout="this.className='navunselected';"><img src="website/HTML/compressed_results/video_completion.jpg" width="300"><br>Comparisons to video completion</div></a></td>
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<td><a href="website/HTML/pages/failure_cases.html"><div class="navunselected" onmouseover="this.className='navselected';" onmouseout="this.className='navunselected';"><img src="website/HTML/compressed_results/00140.png" width="300"><br>Failure cases</div></a></td>
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<br>
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<div class="row section scrollspy" id="reference">
<div class="title">References</div>
<ul>
<li>•
<a href="http://www.liushuaicheng.org/SIGGRAPH2013/index.htm" target="blank">Bundled Camera Paths for Video Stabilization</a>, SIGGRAPH, 2013.
</li>
<li>•
<a href="https://www.cc.gatech.edu/cpl/projects/videostabilization/" target="blank">Auto-Directed Video Stabilization with Robust L1 Optimal Camera Paths</a>, CVPR, 2011.
</li>
<li>•
<a href="https://github.com/cxjyxxme/deep-online-video-stabilization" target="blank">Deep Online Video Stabilization with Multi-Grid Warping Transformation Learning</a>, TIP, 2018.
</li>
<li>•
<a href="https://github.com/jinsc37/DIFRINT" target="blank">Deep Iterative Frame Interpolation for Full-frame Video Stabilization</a>, SIGGRAPH Asia, 2019.
</li>
<li>•
<a href="http://jiyang.fun/projects.html" target="blank">Learning Video Stabilization Using Optical Flow</a>, CVPR, 2020.
</li>
<li>•
<a href="http://jiyang.fun/projects.html" target="blank">Selfie Video Stabilization</a>, ECCV, 2018.
</li>
</ul>
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