Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Deploying Image Deblurring across Mobile Devices: A Perspective of
  Quality and Latency   Recently, image enhancement and restoration have become important
applications on mobile devices, such as super-resolution and image deblurring.
However, most state-of-the-art networks present extremely high computational
complexity. This makes them difficult to be deployed on mobile devices with
acceptable latency. Moreover, when deploying to different mobile devices, there
is a large latency variation due to the difference and limitation of deep
learning accelerators on mobile devices. In this paper, we conduct a search of
portable network architectures for better quality-latency trade-off across
mobile devices. We further present the effectiveness of widely used network
optimizations for image deblurring task. This paper provides comprehensive
experiments and comparisons to uncover the in-depth analysis for both latency
and image quality. Through all the above works, we demonstrate the successful
deployment of image deblurring application on mobile devices with the
acceleration of deep learning accelerators. To the best of our knowledge, this
is the first paper that addresses all the deployment issues of image deblurring
task across mobile devices. This paper provides practical
deployment-guidelines, and is adopted by the championship-winning team in NTIRE
2020 Image Deblurring Challenge on Smartphone Track.

13
The categories of this paper are: quant-ph
37
The categories of this paper are: supr-con
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
8
The categories of this paper are: hep-ex
33
The categories of this paper are: plasm-ph
18
The categories of this paper are: econ
3
The categories of this paper are: physics
7
The categories of this paper are: hep-th
27
The categories of this paper are: comp-gas
5
The categories of this paper are: gr-qc
28
The categories of this paper are: alg-geom
24
The categories of this paper are: dg-ga
22
The categories of this paper are: chao-dyn
0
The categories of this paper are: hep-ph
36
The categories of this paper are: cmp-lg