CALL FOR PAPERS & CALL FOR PARTICIPANTS IN CHALLENGES
2nd Mobile AI workshop and challenges on
learned ISP, denoising, HDR, image/video super-resolution, depth estimation, validated on mobile hardware
In conjunction with CVPR 2022, 20th of June, New Orleans, USA.
In conjunction with CVPR 2022, 20th of June, New Orleans, USA.
TOPICS
● Efficient deep learning models for mobile devices
● Artifacts removal from mobile photos/videos
● General smartphone photo/video enhancement
● RAW camera image/video processing
● Deep learning applications for mobile camera ISPs
● Image/video super-resolution on low-power hardware
● Portrait segmentation / bokeh effect rendering
● Depth estimation w/o multiple cameras
● Perceptual image manipulation on mobile devices
● Activity recognition using smartphone sensors
● Image/sensor based identity recognition
● Fast image classification / object detection algorithms
● NLP models optimized for mobile inference
● Real-time semantic segmentation
● Low-power machine learning inference
● Machine learning and deep learning frameworks for mobile devices
● AI performance evaluation / benchmarking of mobile and IoT hardware
● Studies and applications of the above problems
● Artifacts removal from mobile photos/videos
● General smartphone photo/video enhancement
● RAW camera image/video processing
● Deep learning applications for mobile camera ISPs
● Image/video super-resolution on low-power hardware
● Portrait segmentation / bokeh effect rendering
● Depth estimation w/o multiple cameras
● Perceptual image manipulation on mobile devices
● Activity recognition using smartphone sensors
● Image/sensor based identity recognition
● Fast image classification / object detection algorithms
● NLP models optimized for mobile inference
● Real-time semantic segmentation
● Low-power machine learning inference
● Machine learning and deep learning frameworks for mobile devices
● AI performance evaluation / benchmarking of mobile and IoT hardware
● Studies and applications of the above problems
SUBMISSION
A paper submission has to be in English, in pdf format, and at most 8 pages (excluding references) in CVPR style.
The review process is double blind.
Accepted and presented papers will be published in the 2022 CVPR Workshops Proceedings by IEEE and CVF.
Author Kit: https://cvpr2022.thecvf.com/sites/default/files/2021-10/cvpr2022-author_kit-v1_1-1.zip
Submission site: https://cmt3.research.microsoft.com/MAI2022
WORKSHOP DATES
● Paper submission deadline: March 20, 2022
● Paper decision notification: April 14, 2022
CHALLENGES (TBU)
● Learned Smartphone ISP
● Image Denoising
● HDR Image Processing
● Image Super-Resolution
● Video Super-Resolution
● Depth Estimation
● Image Denoising
● HDR Image Processing
● Image Super-Resolution
● Video Super-Resolution
● Depth Estimation
To learn more about the challenges, to participate in the challenges, and to access the data everybody is invited to check the Mobile AI 2022 web page:
https://ai-benchmark.com/workshops/mai/2022/
For those interested in restoration, enhancement, manipulation, super-resolution without specific mobile hardware constraints we refer to the CVPR22 NTIRE Workshop and Challenges:
CHALLENGES DATES (TBU)
● Release of train data: March 21, 2022
● Competitions end: May 31, 2022
● Competitions end: May 31, 2022