Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Predicting emotion from music videos: exploring the relative
  contribution of visual and auditory information to affective responses   Although media content is increasingly produced, distributed, and consumed in
multiple combinations of modalities, how individual modalities contribute to
the perceived emotion of a media item remains poorly understood. In this paper
we present MusicVideos (MuVi), a novel dataset for affective multimedia content
analysis to study how the auditory and visual modalities contribute to the
perceived emotion of media. The data were collected by presenting music videos
to participants in three conditions: music, visual, and audiovisual.
Participants annotated the music videos for valence and arousal over time, as
well as the overall emotion conveyed. We present detailed descriptive
statistics for key measures in the dataset and the results of feature
importance analyses for each condition. Finally, we propose a novel transfer
learning architecture to train Predictive models Augmented with Isolated
modality Ratings (PAIR) and demonstrate the potential of isolated modality
ratings for enhancing multimodal emotion recognition. Our results suggest that
perceptions of arousal are influenced primarily by auditory information, while
perceptions of valence are more subjective and can be influenced by both visual
and auditory information. The dataset is made publicly available.

31
The categories of this paper are: ao-sci
9
The categories of this paper are: nlin
23
The categories of this paper are: solv-int
6
The categories of this paper are: astro-ph
14
The categories of this paper are: math-ph
15
The categories of this paper are: nucl-ex
32
The categories of this paper are: atom-ph
10
The categories of this paper are: q-bio
24
The categories of this paper are: dg-ga
8
The categories of this paper are: hep-ex
29
The categories of this paper are: funct-an
21
The categories of this paper are: adap-org
25
The categories of this paper are: patt-sol
5
The categories of this paper are: gr-qc
26
The categories of this paper are: bayes-an
12
The categories of this paper are: nucl-th