Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: GAN-based Pose-aware Regulation for Video-based Person Re-identification   Video-based person re-identification deals with the inherent difficulty of
matching unregulated sequences with different length and with incomplete target
pose/viewpoint structure. Common approaches operate either by reducing the
problem to the still images case, facing a significant information loss, or by
exploiting inter-sequence temporal dependencies as in Siamese Recurrent Neural
Networks or in gait analysis. However, in all cases, the inter-sequences
pose/viewpoint misalignment is not considered, and the existing spatial
approaches are mostly limited to the still images context. To this end, we
propose a novel approach that can exploit more effectively the rich video
information, by accounting for the role that the changing pose/viewpoint factor
plays in the sequences matching process. Specifically, our approach consists of
two components. The first one attempts to complement the original
pose-incomplete information carried by the sequences with synthetic
GAN-generated images, and fuse their feature vectors into a more discriminative
viewpoint-insensitive embedding, namely Weighted Fusion (WF). Another one
performs an explicit pose-based alignment of sequence pairs to promote coherent
feature matching, namely Weighted-Pose Regulation (WPR). Extensive experiments
on two large video-based benchmark datasets show that our approach outperforms
considerably existing methods.

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The categories of this paper are: solv-int
16
The categories of this paper are: stat
28
The categories of this paper are: alg-geom
31
The categories of this paper are: ao-sci
4
The categories of this paper are: cond-mat
30
The categories of this paper are: q-alg
11
The categories of this paper are: hep-lat
14
The categories of this paper are: math-ph
6
The categories of this paper are: astro-ph
9
The categories of this paper are: nlin
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The categories of this paper are: cmp-lg
12
The categories of this paper are: nucl-th
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The categories of this paper are: comp-gas
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The categories of this paper are: nucl-ex
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The categories of this paper are: funct-an
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The categories of this paper are: patt-sol