Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Information Prebuilt Recurrent Reconstruction Network for Video
  Super-Resolution   The video super-resolution (VSR) method based on the recurrent convolutional
network has strong temporal modeling capability for video sequences. However,
the input information received by different recurrent units in the
unidirectional recurrent convolutional network is unbalanced. Early
reconstruction frames receive less temporal information, resulting in fuzzy or
artifact results. Although the bidirectional recurrent convolution network can
alleviate this problem, it greatly increases reconstruction time and
computational complexity. It is also not suitable for many application
scenarios, such as online super-resolution. To solve the above problems, we
propose an end-to-end information prebuilt recurrent reconstruction network
(IPRRN), consisting of an information prebuilt network (IPNet) and a recurrent
reconstruction network (RRNet). By integrating sufficient information from the
front of the video to build the hidden state needed for the initially recurrent
unit to help restore the earlier frames, the information prebuilt network
balances the input information difference before and after without backward
propagation. In addition, we demonstrate a compact recurrent reconstruction
network, which has significant improvements in recovery quality and time
efficiency. Many experiments have verified the effectiveness of our proposed
network, and compared with the existing state-of-the-art methods, our method
can effectively achieve higher quantitative and qualitative evaluation
performance.

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The categories of this paper are: hep-ph
28
The categories of this paper are: alg-geom
5
The categories of this paper are: gr-qc
31
The categories of this paper are: ao-sci
23
The categories of this paper are: solv-int
34
The categories of this paper are: chem-ph
20
The categories of this paper are: acc-phys
11
The categories of this paper are: hep-lat
22
The categories of this paper are: chao-dyn
6
The categories of this paper are: astro-ph
13
The categories of this paper are: quant-ph
14
The categories of this paper are: math-ph
24
The categories of this paper are: dg-ga
32
The categories of this paper are: atom-ph
7
The categories of this paper are: hep-th
15
The categories of this paper are: nucl-ex