Application of Multimodal Information Fusion Technology and System Construction for Vocational Education

Modern vocational education poses new requirements for teaching models and technical support. This study addresses the challenges of processing and integrating multimodal data in vocational education by designing and implementing a multimodal information fusion teaching system. The system uses an improved SIFT algorithm and MFCC feature extraction methods for data processing, integrates features and recognition based on the Transformer architecture, and constructs a teaching platform through a microservice architecture. Experiments show that the system excels in skill action recognition, real-time interaction performance, and system stability, providing technical support for the advancement of vocational education informatization.

Authors

Institutions

Publication Details

Published
2024-12-20
DOI
https://doi.org/10.1109/icise-ie64355.2024.11025494
Primary Topic
Educational Technology and Pedagogy
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Application of Multimodal Information Fusion Technology and System Construction for Vocational Education

S. C. Yuan
Educational Technology and Pedagogy
article

Application of Multimodal Information Fusion Technology and System Construction for Vocational Education

S. C. Yuan
article en

Abstract

Modern vocational education poses new requirements for teaching models and technical support. This study addresses the challenges of processing and integrating multimodal data in vocational education by designing and implementing a multimodal information fusion teaching system. The system uses an improved SIFT algorithm and MFCC feature extraction methods for data processing, integrates features and recognition based on the Transformer architecture, and constructs a teaching platform through a microservice architecture. Experiments show that the system excels in skill action recognition, real-time interaction performance, and system stability, providing technical support for the advancement of vocational education informatization.

Ningbo University of Finance & Economics (CN)
Openalex Percentile: Top 72%
Educational Technology and Pedagogy
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.