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<span>Apologies for multiple postings<br></span><div><span>***********************************</span></div><div><span><br></span></div><div><span></span></div><div><div><span><span>CALL</span></span> FOR <span><span>PAPERS</span></span>  & <span><span>CALL</span></span> FOR PARTICIPANTS IN 13 CHALLENGES</div><div><br></div><div>
<span><span>NTIRE</span></span>: 8<span>th <span>New Trends in Image Restoration and Enhancement workshop and challenges.</span></span><br><span>In</span> conjunction with CVPR <span><span><span>2023</span></span></span>, June 18, Vancouver, Canada.</div><div><br></div><div>
<div><div><div>Website: <a href="https://cvlai.net/ntire/2023/">https://cvlai.net/ntire/2023/</a></div><div>Contact: <a href="mailto:radu.timofte@uni-wuerzburg.de">radu.timofte@uni-wuerzburg.de</a></div><div><br></div><div>TOPICS</div><div><br></div><div style="margin-left:40px">
●    Image/video inpainting
<br>●    Image/video deblurring
<br>●    Image/video denoising
<br>●    Image/video upsampling and super-resolution
<br>●    Image/video filtering
<br>●    Image/video de-hazing, de-raining, de-snowing, etc.
<br>●    Demosaicing
<br>●    Image/video compression
<br>●    Removal of artifacts, shadows, glare and reflections, etc.
<br>●    Image/video enhancement: brightening, color adjustment, sharpening, etc.
<br>●    Style transfer
<br>●    
Hyperspectral image restoration, enhancement, manipulation

<br>●    Underwater image restoration, enhancement, manipulation</div><div style="margin-left:40px">●    Light field image restoration, enhancement, manipulation

</div><div style="margin-left:40px">●    Methods robust to changing weather conditions / adverse outdoor conditions
<br>●    Image/video restoration, enhancement, manipulation on constrained settings/mobile devices
<br>●    Visual domain translation
<br>●    Multimodal translation
<br>●    Perceptual enhancement
<br>●    Perceptual manipulation <br></div><div style="margin-left:40px">
● Depth estimation 

</div><div style="margin-left:40px">●    Image/video generation and hallucination
<br>●    Image/video quality assessment
<br>●    Image/video semantic segmentation</div><div style="margin-left:40px">
●    Saliency and gaze estimation <br></div><div style="margin-left:40px">●    Studies and applications of the above.
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</div><div>SUBMISSION</div><div><br></div><div>
<div>A <span><span>paper</span></span> submission has to be in English, in pdf format, and at most 8
 pages (excluding references) in CVPR style. <br></div><div>
<a href="https://cvpr2023.thecvf.com/Conferences/2023/AuthorGuideliness">https://cvpr2023.thecvf.com/Conferences/2023/AuthorGuidelines</a></div><div>The review process is double blind. <br>
</div><div>Accepted and presented <span><span>papers</span></span> will be published after the conference
 in the 2023 CVPR Workshops Proceedings.
<br>
<br>Author Kit: 
<a href="https://media.icml.cc/Conferences/CVPR2023/cvpr2023-author_kit-v1_1-1.zip">https://media.icml.cc/Conferences/CVPR2023/cvpr2023-author_kit-v1_1-1.zip</a>

</div><div>Submission site: <a href="https://cmt3.research.microsoft.com/NTIRE2023">https://cmt3.research.microsoft.com/NTIRE2023</a></div></div></div><div><br></div><div>WORKSHOP DATES</div><div><br></div><div>
<div><div style="margin-left:40px">
● <b>Regular <span>Papers</span> submission deadline: February 28, <span><span>2022</span></span></b><span><span> </span></span><b><span><span><br></span></span></b></div><div style="margin-left:40px"><span><span></span></span></div><div style="margin-left:40px">● Challenge <span>Papers</span> submission deadline: March 28, <span><span>2022</span></span></div><div style="margin-left:40px"><span><span>
● <b>Papers reviewed elsewhere submission deadline: March 28, <span><span>2022</span></span></b><span><span> </span></span><b><span><span><br></span></span></b>

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<div><div>CHALLENGES<br></div><ol><li><b>HR Non-Homogeneous Dehazing</b></li><li><b>Night Photography Rendering<br></b></li><li><b>Real-Time Super-Resolution</b><br></li><li><b>Bokeh Effect Transformation<br></b></li><li>
<b>360° Omnidirectional Super-Resolution

</b></li><li><b>Super-Resolution</b></li><li><b>Light Field Super-Resolution</b></li><li><b>Stereo Super-Resolution</b></li><li><b>Quality Assessment for Video Enhancement</b></li><li><b>Shadow Removal</b></li><li><b>Denoising</b></li><li><b>HR Depth Estimation</b></li><li><b>Colorization<br></b></li></ol>To learn more about the challenges, to participate <span>in</span> the challenges, 
<span>and</span> to access the data everybody is invited to check the <span><span>NTIRE</span></span> 2023 web page: <br></div><div><div><a href="https://cvlai.net/ntire/2023/">https://cvlai.net/ntire/2023/</a></div><div><br><div>For those interested in constrained and efficient solutions validated on mobile devices we refer to the CVPR23<b> Mobile AI Workshop and Challenges:</b></div><div><a href="https://ai-benchmark.com/workshops/mai/2023/">https://ai-benchmark.com/workshops/mai/2023/</a></div><div><br></div><div>
CHALLENGES DATES<br><div>
<br><div style="margin-left:40px">● <b>Release of train data: January 30, <span><span><span>2023</span></span></span></b><br>● Competitions end: March 14, <span><span><span>2022</span></span></span><span><span><span><span></span></span></span></span><span><span><span><span><span></span></span></span></span></span><b><span><span><span><b><span><span><br></span></span></b></span></span></span></b></div><div style="margin-left:40px"><b><span><span><span><br></span></span></span></b></div><b><span><span><span></span></span></span></b><span><span><span></span></span></span><span><span><span></span></span></span><b><span><span><span></span></span></span></b>
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SPEAKERS (TBA) <br></div><div><br></div><div>SPONSORS (TBA)</div></div><div><br></div><div><br><div>
<div>Website: <a href="https://cvlai.net/ntire/2023/">https://cvlai.net/ntire/2023/</a></div><div>Contact: <a href="mailto:radu.timofte@uni-wuerzburg.de">radu.timofte@uni-wuerzburg.de</a></div>

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