Enhancing Emotional And Personality Recognition Through Audio-Visual Integration And Neural Style Transfer

This paper follows a novel approach to enhancing emotional and personality recognition by integrating audio-visual features with neural style transfer methods. Neural style transfer is used to capture distinct speaking styles derived from audio data, and this visual feature combined with the corresponding video clips to provide a more subtle appreciation of emotional states and personality traits. Experimental testing proves this hybrid solution achieves greater accuracy and robustness compared to those methods that solely use one modality while combining the enhancements made by state-of-the-art technology.

Authors

Publication Details

Journal
African Journal of Biomedical Research
Published
2024-12-28
DOI
https://doi.org/10.53555/ajbr.v27i4s.5656
Primary Topic
Music and Audio Processing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Enhancing Emotional And Personality Recognition Through Audio-Visual Integration And Neural Style Transfer

Deepak Sharma
African Journal of Biomedical Research
Music and Audio Processing
article

Enhancing Emotional And Personality Recognition Through Audio-Visual Integration And Neural Style Transfer

Deepak Sharma
article en

Abstract

This paper follows a novel approach to enhancing emotional and personality recognition by integrating audio-visual features with neural style transfer methods. Neural style transfer is used to capture distinct speaking styles derived from audio data, and this visual feature combined with the corresponding video clips to provide a more subtle appreciation of emotional states and personality traits. Experimental testing proves this hybrid solution achieves greater accuracy and robustness compared to those methods that solely use one modality while combining the enhancements made by state-of-the-art technology.

African Journal of Biomedical Research
Reduced inequalities
Openalex Percentile: Top 73%
Music and Audio Processing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Enhancing Emotional And Personality Recognition Through Audio-Visual Integration And Neural Style Transfer — Deepak Sharma · African Journal of Biomedical Research (2024) | TGRS Research Map | TGRS