4 papers
Personality-Enhanced Multimodal Depression Detection in the Elderly
Honghong Wang, Jing Deng, Rong Zheng
This paper presents our solution to the Multimodal Personality-aware Depression Detection (MPDD) challenge at ACM MM 2025. We propose a multimodal depression detection model in the…
Enhancing Speech Emotion Recognition with Multi-Task Learning and Dynamic Feature Fusion
Honghong Wang, Jing Deng, Fanqin Meng +1
This study investigates fine-tuning self-supervised learn ing (SSL) models using multi-task learning (MTL) to enhance speech emotion recognition (SER). The framework simultane ousl…
Speech Emotion Recognition Using Fine-Tuned DWFormer:A Study on Track 1 of the IERPChallenge 2024
Honghong Wang, Xupeng Jia, Jing Deng +1
The field of artificial intelligence has a strong interest in the topic of emotion recognition. The majority of extant emotion recognition models are oriented towards enhancing the…
Mitigating Category Imbalance: Fosafer System for the Multimodal Emotion and Intent Joint Understanding Challenge
Honghong Wang, Yankai Wang, Dejun Zhang +2
This paper presents Fosafer approach to the Track 2 Mandarin in the Multimodal Emotion and Intent Joint Understandingchallenge, which focuses on achieving joint recognition of emot…