DynaBridge: Dynamic Summary-Guided Cross-Task Multimodal Fusion for DASS-Structured Mental Health Assessment
Open Access
- 9 November 2026
- conference paper
- Published by Association for Computing Machinery (ACM)
- p. 17647-17653
Abstract
No abstract availableFunding Information
- Japan's Peak Research Universities (Grant No. R6-20)
- Grant-in-Aid for Scientific Research from the Japanese Ministry of Education, Culture, Sports, Science and Technology (MEXT) (Grant No. 20KK0234)
- JSPS KAKENHI (Grant No. JP23K16909)
- JST CREST (JPMJCR25T4)
- Natural Science Foundation of Zhejiang Province (Grant No. LZ22F020012)
This publication has 25 references indexed in Scilit:
- Dynamic Summary Generation for Interpretable Multimodal Depression Detection2026
- DepressionLLM: Emotion- and causality-aware depression detection with foundation modelsDisplays, 2025
- Enhancing Depression Detection with Chain-of-Thought Prompting: From Emotion to Reasoning Using Large Language ModelsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society, 2025
- Retrieval-Augmented Multimodal Depression DetectionAnnual International Conference of the IEEE Engineering in Medicine and Biology Society, 2025
- Enhanced Multimodal Depression Detection With Emotion Prompts2025
- Masked Autoencoders Are Scalable Vision Learners2022
- Depression Severity Estimation from Multiple Modalities2018
- Psychometric properties of the 42-item and 21-item versions of the Depression Anxiety Stress Scales in clinical groups and a community sample.Psychological Assessment, 1998
- Depression Anxiety Stress Scales1995
- Weighted kappa: Nominal scale agreement provision for scaled disagreement or partial credit.Psychological Bulletin, 1968