Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Consistency and Diversity induced Human Motion Segmentation   Subspace clustering is a classical technique that has been widely used for
human motion segmentation and other related tasks. However, existing
segmentation methods often cluster data without guidance from prior knowledge,
resulting in unsatisfactory segmentation results. To this end, we propose a
novel Consistency and Diversity induced human Motion Segmentation (CDMS)
algorithm. Specifically, our model factorizes the source and target data into
distinct multi-layer feature spaces, in which transfer subspace learning is
conducted on different layers to capture multi-level information. A
multi-mutual consistency learning strategy is carried out to reduce the domain
gap between the source and target data. In this way, the domain-specific
knowledge and domain-invariant properties can be explored simultaneously.
Besides, a novel constraint based on the Hilbert Schmidt Independence Criterion
(HSIC) is introduced to ensure the diversity of multi-level subspace
representations, which enables the complementarity of multi-level
representations to be explored to boost the transfer learning performance.
Moreover, to preserve the temporal correlations, an enhanced graph regularizer
is imposed on the learned representation coefficients and the multi-level
representations of the source data. The proposed model can be efficiently
solved using the Alternating Direction Method of Multipliers (ADMM) algorithm.
Extensive experimental results on public human motion datasets demonstrate the
effectiveness of our method against several state-of-the-art approaches.

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The categories of this paper are: bayes-an
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The categories of this paper are: q-alg
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The categories of this paper are: chao-dyn
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The categories of this paper are: econ
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The categories of this paper are: chem-ph
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The categories of this paper are: comp-gas
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The categories of this paper are: atom-ph
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The categories of this paper are: nucl-ex
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The categories of this paper are: alg-geom
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The categories of this paper are: q-fin
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The categories of this paper are: quant-ph
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The categories of this paper are: stat
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The categories of this paper are: plasm-ph
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The categories of this paper are: mtrl-th
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The categories of this paper are: physics
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The categories of this paper are: solv-int