Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution
  Video Prediction   Although many video prediction methods have obtained good performance in
low-resolution (64$\sim$128) videos, predictive models for high-resolution
(512$\sim$4K) videos have not been fully explored yet, which are more
meaningful due to the increasing demand for high-quality videos. Compared with
low-resolution videos, high-resolution videos contain richer appearance
(spatial) information and more complex motion (temporal) information. In this
paper, we propose a Spatiotemporal Residual Predictive Model (STRPM) for
high-resolution video prediction. On the one hand, we propose a Spatiotemporal
Encoding-Decoding Scheme to preserve more spatiotemporal information for
high-resolution videos. In this way, the appearance details for each frame can
be greatly preserved. On the other hand, we design a Residual Predictive Memory
(RPM) which focuses on modeling the spatiotemporal residual features (STRF)
between previous and future frames instead of the whole frame, which can
greatly help capture the complex motion information in high-resolution videos.
In addition, the proposed RPM can supervise the spatial encoder and temporal
encoder to extract different features in the spatial domain and the temporal
domain, respectively. Moreover, the proposed model is trained using generative
adversarial networks (GANs) with a learned perceptual loss (LP-loss) to improve
the perceptual quality of the predictions. Experimental results show that STRPM
can generate more satisfactory results compared with various existing methods.

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The categories of this paper are: math
18
The categories of this paper are: econ
23
The categories of this paper are: solv-int
14
The categories of this paper are: math-ph
22
The categories of this paper are: chao-dyn
15
The categories of this paper are: nucl-ex
4
The categories of this paper are: cond-mat
9
The categories of this paper are: nlin
17
The categories of this paper are: q-fin
33
The categories of this paper are: plasm-ph
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The categories of this paper are: physics
16
The categories of this paper are: stat
30
The categories of this paper are: q-alg
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The categories of this paper are: eess
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The categories of this paper are: comp-gas
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The categories of this paper are: atom-ph