Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Probabilistic Video Generation using Holistic Attribute Control   Videos express highly structured spatio-temporal patterns of visual data. A
video can be thought of as being governed by two factors: (i) temporally
invariant (e.g., person identity), or slowly varying (e.g., activity),
attribute-induced appearance, encoding the persistent content of each frame,
and (ii) an inter-frame motion or scene dynamics (e.g., encoding evolution of
the person ex-ecuting the action). Based on this intuition, we propose a
generative framework for video generation and future prediction. The proposed
framework generates a video (short clip) by decoding samples sequentially drawn
from a latent space distribution into full video frames. Variational
Autoencoders (VAEs) are used as a means of encoding/decoding frames into/from
the latent space and RNN as a wayto model the dynamics in the latent space. We
improve the video generation consistency through temporally-conditional
sampling and quality by structuring the latent space with attribute controls;
ensuring that attributes can be both inferred and conditioned on during
learning/generation. As a result, given attributes and/orthe first frame, our
model is able to generate diverse but highly consistent sets ofvideo sequences,
accounting for the inherent uncertainty in the prediction task. Experimental
results on Chair CAD, Weizmann Human Action, and MIT-Flickr datasets, along
with detailed comparison to the state-of-the-art, verify effectiveness of the
framework.

17
The categories of this paper are: q-fin
27
The categories of this paper are: comp-gas
16
The categories of this paper are: stat
25
The categories of this paper are: patt-sol
7
The categories of this paper are: hep-th
22
The categories of this paper are: chao-dyn
26
The categories of this paper are: bayes-an
6
The categories of this paper are: astro-ph
9
The categories of this paper are: nlin
21
The categories of this paper are: adap-org
15
The categories of this paper are: nucl-ex
34
The categories of this paper are: chem-ph
30
The categories of this paper are: q-alg
20
The categories of this paper are: acc-phys
12
The categories of this paper are: nucl-th
5
The categories of this paper are: gr-qc