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Full Description
This open access book constitutes the refereed proceedings of the 21st International Conference on Multimedia Information Technology and Applications, MITA 2025, Jeju, South Korea, during July 21-24, 2025.
The 14 full papers and 5 short papers included in this book were carefully reviewed and selected from 94 submissions. They were organized in topical sections as follows:
Artificial Intelligence for Multimedia.
Multimedia System and Applications.
Contents
Artificial Intelligence for Multimedia
.- Retinal Vessel Segmentation Using an AttentionEnhanced U-Net Architecture.
.- A Weighted Ensemble Approach Integrating Large Language Models for Enhanced Agricultural Knowledge Retrieval.
.- Improving Image Classification Efficiency with Knowledge Distillation and Channel Attention.
.- Explainable Graph-Based Retrieval-Augmented Generation with Landmark-Centric Reasoning Paths.
.- Knowledge Distillation-Based Lightweight Model for Solar Cell Defect Classification.
.- Task-Evoked BOLD Contrast and Machine Learning for Schizophrenia Classification: A DMN-Focused and Whole-Brain Analysis.
.- Edge-Aware Lightweight Network for Medical Image Segmentation.
.- Evaluating the Impact of Backbone Networks and Input Resolution on Forearm Acupoint Localization.
.- Pronoun Matters: A Benchmark for Diagnosing Gender Bias in Emotion Classification.
.- Analyzing Hyperparameter Optimization Methods for Federated Learning Systems.
.- Recognition of Radicals of Guqin Music Notation by YOLO.
.- RMSF-ViT: Randomized Multi-Scale Fusion Vision Transformer.
Multimedia System and Applications
.- Enhancing Traceability and Interpretability of Datasets for RAG Evaluation: A Context-ID-Aware and GraphBased Visualization Approach.
.- Intelligent Personality-aware AR Gait Training using Smart Glasses: Personalized Multimodal Feedback for Next-generation Digital Rehabilitation.
.- A High-Fidelity Synthetic MetaAcuPoint Depth (MAP-d) Dataset for Acupoint Localization Using MetaHuman Avatars.
.- Noise-induced distributed scheduling of message transmission of receiver-less nodes in APCMA.
.- AI-based health monitoring system for old buildings.
.- Phase-Specific Gait Characterization and Plantar Load Progression Analysis Using Smart Insoles.
.- A Bilingual App for Campus Wayfinding and Local Cultural Immersion.
