| GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization | Nov 4, 2022 | Depression DetectionDomain Generalization | CodeCode Available | 2 |
| 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 |
| Automatic Depression Detection: An Emotional Audio-Textual Corpus and a GRU/BiLSTM-based Model | Feb 15, 2022 | Depression DetectionDiagnostic | CodeCode Available | 2 |
| 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 |
| Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge | May 28, 2025 | Depression DetectionDiagnostic | 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 |
| Attention-Based Acoustic Feature Fusion Network for Depression Detection | Aug 24, 2023 | Depression Detection | CodeCode Available | 1 |
| Context-Aware Deep Learning for Multi Modal Depression Detection | Dec 26, 2024 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| Non-uniform Speaker Disentanglement For Depression Detection From Raw Speech Signals | Jun 2, 2023 | Depression DetectionDisentanglement | CodeCode Available | 1 |
| Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires | Apr 21, 2022 | Depression DetectionDomain Generalization | 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 |
| FedMood: Federated Learning on Mobile Health Data for Mood Detection | Feb 6, 2021 | BIG-bench Machine LearningDepression Detection | 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 |
| Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews | Jul 3, 2023 | Depression Detection | CodeCode Available | 1 |
| Gender Bias in Depression Detection Using Audio Features | Oct 28, 2020 | BIG-bench Machine LearningDepression Detection | 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 |
| 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 |
| Advancing Depression Detection on Social Media Platforms Through Fine-Tuned Large Language Models | Sep 23, 2024 | Depression Detection | —Unverified | 0 |
| A Novel Sentiment Analysis Engine for Preliminary Depression Status Estimation on Social Media | Nov 29, 2020 | Depression DetectionSentence | —Unverified | 0 |
| A BERT-Based Summarization approach for depression detection | Sep 13, 2024 | Depression DetectionText Summarization | —Unverified | 0 |
| Care for the Mind Amid Chronic Diseases: An Interpretable AI Approach Using IoT | Nov 8, 2022 | Decision MakingDepression Detection | —Unverified | 0 |
| CANAMRF: An Attention-Based Model for Multimodal Depression Detection | Jan 4, 2024 | Depression Detection | —Unverified | 0 |
| Climate and Weather: Inspecting Depression Detection via Emotion Recognition | Apr 29, 2022 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| ComFeAT: Combination of Neural and Spectral Features for Improved Depression Detection | Jun 10, 2024 | Depression Detection | —Unverified | 0 |
| An Exploratory Analysis of the Relation Between Offensive Language and Mental Health | May 31, 2021 | Depression DetectionLanguage Identification | —Unverified | 0 |
| Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method | Mar 4, 2025 | Binary ClassificationDepression Detection | —Unverified | 0 |
| Avengers Assemble: Amalgamation of Non-Semantic Features for Depression Detection | Sep 22, 2024 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Automatic Depression Detection via Learning and Fusing Features from Visual Cues | Mar 1, 2022 | Depression Detection | —Unverified | 0 |
| A Multitask Deep Learning Approach for User Depression Detection on Sina Weibo | Aug 26, 2020 | ClassificationDepression Detection | —Unverified | 0 |
| A Depression Detection Method Based on Multi-Modal Feature Fusion Using Cross-Attention | Jul 2, 2024 | Depression Detection | —Unverified | 0 |
| DepreSym: A Depression Symptom Annotated Corpus and the Role of LLMs as Assessors of Psychological Markers | Aug 21, 2023 | Depression Detection | —Unverified | 0 |
| Depression Detection and Analysis using Large Language Models on Textual and Audio-Visual Modalities | Jul 8, 2024 | Depression Detection | —Unverified | 0 |
| Automated speech-based screening of depression using deep convolutional neural networks | Dec 2, 2019 | Depression Detection | —Unverified | 0 |
| A Linguistically-Informed Fusion Approach for Multimodal Depression Detection | Jun 1, 2018 | Depression Detection | —Unverified | 0 |
| Deep Temporal Modelling of Clinical Depression through Social Media Text | Oct 28, 2022 | Depression Detection | —Unverified | 0 |
| Deep Depression Prediction on Longitudinal Data via Joint Anomaly Ranking and Classification | Dec 5, 2020 | Depression DetectionMetric Learning | —Unverified | 0 |
| Auto-Landmark: Acoustic Landmark Dataset and Open-Source Toolkit for Landmark Extraction | Sep 12, 2024 | Depression Detectionspeech-recognition | —Unverified | 0 |
| Deep Learning for Depression Recognition with Audiovisual Cues: A Review | May 27, 2021 | Deep LearningDepression Detection | —Unverified | 0 |
| Density Adaptive Attention-based Speech Network: Enhancing Feature Understanding for Mental Health Disorders | Aug 31, 2024 | Depression DetectionDiagnostic | —Unverified | 0 |
| Deep Learning for Depression Detection of Twitter Users | Jun 1, 2018 | Deep LearningDepression Detection | —Unverified | 0 |
| Author2Vec: A Framework for Generating User Embedding | Mar 17, 2020 | ClassificationDepression Detection | —Unverified | 0 |
| Depression detection from Social Media Bangla Text Using Recurrent Neural Networks | Dec 8, 2024 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Depression detection in social media posts using affective and social norm features | Mar 24, 2023 | Depression DetectionEmotion Recognition | —Unverified | 0 |
| Depression detection in social media posts using transformer-based models and auxiliary features | Sep 30, 2024 | Data AugmentationDepression Detection | —Unverified | 0 |
| Depression Detection on Social Media with Large Language Models | Mar 16, 2024 | BenchmarkingDepression Detection | —Unverified | 0 |
| A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection | Oct 8, 2024 | Depression DetectionEEG | —Unverified | 0 |