Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control
  Method for Image Restoration   In this paper, we propose a new control framework called the moving endpoint
control to restore images corrupted by different degradation levels in one
model. The proposed control problem contains a restoration dynamics which is
modeled by an RNN. The moving endpoint, which is essentially the terminal time
of the associated dynamics, is determined by a policy network. We call the
proposed model the dynamically unfolding recurrent restorer (DURR). Numerical
experiments show that DURR is able to achieve state-of-the-art performances on
blind image denoising and JPEG image deblocking. Furthermore, DURR can well
generalize to images with higher degradation levels that are not included in
the training stage.

5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
19
The categories of this paper are: eess
28
The categories of this paper are: alg-geom
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The categories of this paper are: hep-ex
0
The categories of this paper are: hep-ph
15
The categories of this paper are: nucl-ex
29
The categories of this paper are: funct-an
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The categories of this paper are: bayes-an
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The categories of this paper are: atom-ph
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The categories of this paper are: hep-lat
33
The categories of this paper are: plasm-ph
35
The categories of this paper are: mtrl-th
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The categories of this paper are: astro-ph
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The categories of this paper are: acc-phys
24
The categories of this paper are: dg-ga