Research on the Impact of Image Content Generation Based on AIGC on User Satisfaction of Xiaohongshu

This study compares the quality and user satisfaction of AI generated content (AIGC) products based on different approaches from a user perspective. Taking MidJourney and ERNIE Bot as the research objects, through collecting the review text of Xiaohongshu social media platform, and using IPA analysis tools, the differences in demand characteristics of different AIGC products are analyzed from two dimensions of attention and satisfaction. The results show that AIGC products have high consistency in safety and functionality requirements, but there are differences in specific user needs. Different AIGC tools also have significant differences in content diversity, innovation, personalization, and user interaction. Based on the research results, improvement strategies for AIGC products have been proposed to enhance user satisfaction and content quality. This study not only reveals the advantages and limitations of AIGC technology in content generation. The research results have important theoretical and practical significance for understanding the application of AIGC in social media platforms.

Authors

Institutions

Publication Details

Published
2025-03-14
DOI
https://doi.org/10.1145/3746709.3746903
Primary Topic
Medical Research and Treatments
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Research on the Impact of Image Content Generation Based on AIGC on User Satisfaction of Xiaohongshu

Sheng Cao, Xinxing Luo, Tao Zhou
Medical Research and Treatments
article

Research on the Impact of Image Content Generation Based on AIGC on User Satisfaction of Xiaohongshu

Sheng Cao, Xinxing Luo, Tao Zhou
article en

Abstract

This study compares the quality and user satisfaction of AI generated content (AIGC) products based on different approaches from a user perspective. Taking MidJourney and ERNIE Bot as the research objects, through collecting the review text of Xiaohongshu social media platform, and using IPA analysis tools, the differences in demand characteristics of different AIGC products are analyzed from two dimensions of attention and satisfaction. The results show that AIGC products have high consistency in safety and functionality requirements, but there are differences in specific user needs. Different AIGC tools also have significant differences in content diversity, innovation, personalization, and user interaction. Based on the research results, improvement strategies for AIGC products have been proposed to enhance user satisfaction and content quality. This study not only reveals the advantages and limitations of AIGC technology in content generation. The research results have important theoretical and practical significance for understanding the application of AIGC in social media platforms.

Wuhan Donghu University (CN)
Openalex Percentile: Top 65%
Medical Research and Treatments
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.