| DepMamba: Progressive Fusion Mamba for Multimodal Depression Detection | Sep 24, 2024 | Depression DetectionMamba | CodeCode Available | 2 |
| LMVD: A Large-Scale Multimodal Vlog Dataset for Depression Detection in the Wild | May 9, 2024 | Depression DetectionNavigate | CodeCode Available | 2 |
| Reading Between the Frames: Multi-Modal Depression Detection in Videos from Non-Verbal Cues | Jan 5, 2024 | Depression Detection | CodeCode Available | 2 |
| GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization | Nov 4, 2022 | Depression DetectionDomain Generalization | CodeCode Available | 2 |
| Automatic Depression Detection: An Emotional Audio-Textual Corpus and a GRU/BiLSTM-based Model | Feb 15, 2022 | Depression DetectionDiagnostic | CodeCode Available | 2 |
| Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge | May 28, 2025 | Depression DetectionDiagnostic | CodeCode Available | 1 |
| Context-Aware Deep Learning for Multi Modal Depression Detection | Dec 26, 2024 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding | Dec 11, 2024 | Depression DetectionEmotion-Cause Pair Extraction | CodeCode Available | 1 |
| FacialPulse: An Efficient RNN-based Depression Detection via Temporal Facial Landmarks | Aug 7, 2024 | Depression Detection | CodeCode Available | 1 |
| HiQuE: Hierarchical Question Embedding Network for Multimodal Depression Detection | Aug 7, 2024 | Depression DetectionEmotion Recognition | CodeCode Available | 1 |
| DAIC-WOZ: On the Validity of Using the Therapist's prompts in Automatic Depression Detection from Clinical Interviews | Apr 22, 2024 | Depression Detection | CodeCode Available | 1 |
| Attention-Based Acoustic Feature Fusion Network for Depression Detection | Aug 24, 2023 | Depression Detection | CodeCode Available | 1 |
| Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews | Jul 3, 2023 | Depression Detection | CodeCode Available | 1 |
| Non-uniform Speaker Disentanglement For Depression Detection From Raw Speech Signals | Jun 2, 2023 | Depression DetectionDisentanglement | CodeCode Available | 1 |
| It's Just a Matter of Time: Detecting Depression with Time-Enriched Multimodal Transformers | Jan 13, 2023 | Depression Detection | CodeCode Available | 1 |
| Multi-Task Learning for Depression Detection in Dialogs | Jul 21, 2022 | Depression DetectionMulti-Task Learning | CodeCode Available | 1 |
| Psychiatric Scale Guided Risky Post Screening for Early Detection of Depression | May 19, 2022 | Depression DetectionDiagnostic | CodeCode Available | 1 |
| OPI@LT-EDI-ACL2022: Detecting Signs of Depression from Social Media Text using RoBERTa Pre-trained Language Models | May 1, 2022 | Depression DetectionLanguage Modeling | CodeCode Available | 1 |
| Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires | Apr 21, 2022 | Depression DetectionDomain Generalization | CodeCode Available | 1 |
| FedMood: Federated Learning on Mobile Health Data for Mood Detection | Feb 6, 2021 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 1 |
| Gender Bias in Depression Detection Using Audio Features | Oct 28, 2020 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 1 |
| FG 2025 TrustFAA: the First Workshop on Towards Trustworthy Facial Affect Analysis: Advancing Insights of Fairness, Explainability, and Safety (TrustFAA) | Jun 5, 2025 | Action Unit DetectionDepression Detection | —Unverified | 0 |
| Towards Machine Unlearning for Paralinguistic Speech Processing | Jun 2, 2025 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Explainable Depression Detection using Masked Hard Instance Mining | May 30, 2025 | Depression Detection | —Unverified | 0 |
| Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction | May 28, 2025 | Depression DetectionLanguage Modeling | —Unverified | 0 |
