Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Dynamic Future Net: Diversified Human Motion Generation   Human motion modelling is crucial in many areas such as computer graphics,
vision and virtual reality. Acquiring high-quality skeletal motions is
difficult due to the need for specialized equipment and laborious manual
post-posting, which necessitates maximizing the use of existing data to
synthesize new data. However, it is a challenge due to the intrinsic motion
stochasticity of human motion dynamics, manifested in the short and long terms.
In the short term, there is strong randomness within a couple frames, e.g. one
frame followed by multiple possible frames leading to different motion styles;
while in the long term, there are non-deterministic action transitions. In this
paper, we present Dynamic Future Net, a new deep learning model where we
explicitly focuses on the aforementioned motion stochasticity by constructing a
generative model with non-trivial modelling capacity in temporal stochasticity.
Given limited amounts of data, our model can generate a large number of
high-quality motions with arbitrary duration, and visually-convincing
variations in both space and time. We evaluate our model on a wide range of
motions and compare it with the state-of-the-art methods. Both qualitative and
quantitative results show the superiority of our method, for its robustness,
versatility and high-quality.

24
The categories of this paper are: dg-ga
20
The categories of this paper are: acc-phys
37
The categories of this paper are: supr-con
36
The categories of this paper are: cmp-lg
33
The categories of this paper are: plasm-ph
35
The categories of this paper are: mtrl-th
17
The categories of this paper are: q-fin
4
The categories of this paper are: cond-mat
14
The categories of this paper are: math-ph
25
The categories of this paper are: patt-sol
23
The categories of this paper are: solv-int
30
The categories of this paper are: q-alg
9
The categories of this paper are: nlin
8
The categories of this paper are: hep-ex
12
The categories of this paper are: nucl-th
10
The categories of this paper are: q-bio