Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Online-updated High-order Collaborative Networks for Single Image
  Deraining   Single image deraining is an important and challenging task for some
downstream artificial intelligence applications such as video surveillance and
self-driving systems. Most of the existing deep-learning-based methods
constrain the network to generate derained images but few of them explore
features from intermediate layers, different levels, and different modules
which are beneficial for rain streaks removal. In this paper, we propose a
high-order collaborative network with multi-scale compact constraints and a
bidirectional scale-content similarity mining module to exploit features from
deep networks externally and internally for rain streaks removal. Externally,
we design a deraining framework with three sub-networks trained in a
collaborative manner, where the bottom network transmits intermediate features
to the middle network which also receives shallower rainy features from the top
network and sends back features to the bottom network. Internally, we enforce
multi-scale compact constraints on the intermediate layers of deep networks to
learn useful features via a Laplacian pyramid. Further, we develop a
bidirectional scale-content similarity mining module to explore features at
different scales in a down-to-up and up-to-down manner. To improve the model
performance on real-world images, we propose an online-update learning
approach, which uses real-world rainy images to fine-tune the network and
update the deraining results in a self-supervised manner. Extensive experiments
demonstrate that our proposed method performs favorably against eleven
state-of-the-art methods on five public synthetic datasets and one real-world
dataset. The source code will be available at
\url{https://supercong94.wixsite.com/supercong94}.

8
The categories of this paper are: hep-ex
23
The categories of this paper are: solv-int
18
The categories of this paper are: econ
21
The categories of this paper are: adap-org
34
The categories of this paper are: chem-ph
29
The categories of this paper are: funct-an
30
The categories of this paper are: q-alg
24
The categories of this paper are: dg-ga
27
The categories of this paper are: comp-gas
28
The categories of this paper are: alg-geom
36
The categories of this paper are: cmp-lg
10
The categories of this paper are: q-bio
6
The categories of this paper are: astro-ph
25
The categories of this paper are: patt-sol
17
The categories of this paper are: q-fin
32
The categories of this paper are: atom-ph