| GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization | Nov 4, 2022 | Depression DetectionDomain Generalization | CodeCode Available | 2 | 5 |
| Automatic Depression Detection: An Emotional Audio-Textual Corpus and a GRU/BiLSTM-based Model | Feb 15, 2022 | Depression DetectionDiagnostic | CodeCode Available | 2 | 5 |
| DepMamba: Progressive Fusion Mamba for Multimodal Depression Detection | Sep 24, 2024 | Depression DetectionMamba | CodeCode Available | 2 | 5 |
| Reading Between the Frames: Multi-Modal Depression Detection in Videos from Non-Verbal Cues | Jan 5, 2024 | Depression Detection | CodeCode Available | 2 | 5 |
| LMVD: A Large-Scale Multimodal Vlog Dataset for Depression Detection in the Wild | May 9, 2024 | Depression DetectionNavigate | CodeCode Available | 2 | 5 |
| Psychiatric Scale Guided Risky Post Screening for Early Detection of Depression | May 19, 2022 | Depression DetectionDiagnostic | CodeCode Available | 1 | 5 |
| Multi-Task Learning for Depression Detection in Dialogs | Jul 21, 2022 | Depression DetectionMulti-Task Learning | CodeCode Available | 1 | 5 |
| Context-Aware Deep Learning for Multi Modal Depression Detection | Dec 26, 2024 | Data AugmentationDeep Learning | CodeCode Available | 1 | 5 |
| Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews | Jul 3, 2023 | Depression Detection | CodeCode Available | 1 | 5 |
| Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires | Apr 21, 2022 | Depression DetectionDomain Generalization | CodeCode Available | 1 | 5 |
| HiQuE: Hierarchical Question Embedding Network for Multimodal Depression Detection | Aug 7, 2024 | Depression DetectionEmotion Recognition | CodeCode Available | 1 | 5 |
| It's Just a Matter of Time: Detecting Depression with Time-Enriched Multimodal Transformers | Jan 13, 2023 | Depression Detection | CodeCode Available | 1 | 5 |
| EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding | Dec 11, 2024 | Depression DetectionEmotion-Cause Pair Extraction | CodeCode Available | 1 | 5 |
| Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge | May 28, 2025 | Depression DetectionDiagnostic | CodeCode Available | 1 | 5 |
| FacialPulse: An Efficient RNN-based Depression Detection via Temporal Facial Landmarks | Aug 7, 2024 | Depression Detection | CodeCode Available | 1 | 5 |
| FedMood: Federated Learning on Mobile Health Data for Mood Detection | Feb 6, 2021 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Attention-Based Acoustic Feature Fusion Network for Depression Detection | Aug 24, 2023 | Depression Detection | CodeCode Available | 1 | 5 |
| Non-uniform Speaker Disentanglement For Depression Detection From Raw Speech Signals | Jun 2, 2023 | Depression DetectionDisentanglement | CodeCode Available | 1 | 5 |
| Gender Bias in Depression Detection Using Audio Features | Oct 28, 2020 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 1 | 5 |
| A Privacy-Preserving Unsupervised Speaker Disentanglement Method for Depression Detection from Speech | Feb 28, 2024 | De-identificationDepression Detection | CodeCode Available | 0 | 5 |
| TBD3: A Thresholding-Based Dynamic Depression Detection from Social Media for Low-Resource Users | Jun 1, 2022 | Depression Detection | CodeCode Available | 0 | 5 |
| Text-based depression detection on sparse data | Apr 8, 2019 | Depression DetectionSentence | CodeCode Available | 0 | 5 |
| Towards Explainable Multimodal Depression Recognition for Clinical Interviews | Jan 27, 2025 | Decision MakingDepression Detection | CodeCode Available | 0 | 5 |
| Multi Class Depression Detection Through Tweets using Artificial Intelligence | Apr 19, 2024 | Depression Detection | CodeCode Available | 0 | 5 |
| Looking At The Body: Automatic Analysis of Body Gestures and Self-Adaptors in Psychological Distress | Jul 31, 2020 | Anxiety DetectionDepression Detection | CodeCode Available | 0 | 5 |
| Integration of Text and Graph-based Features for Detecting Mental Health Disorders from Voice | May 14, 2022 | Depression Detection | CodeCode Available | 0 | 5 |
| Harnessing Large Language Models Over Transformer Models for Detecting Bengali Depressive Social Media Text: A Comprehensive Study | Jan 14, 2024 | Deep LearningDepression Detection | CodeCode Available | 0 | 5 |
| DeepLearningBrasil@LT-EDI-2023: Exploring Deep Learning Techniques for Detecting Depression in Social Media Text | Nov 8, 2023 | Depression Detection | CodeCode Available | 0 | 5 |
| A Framework for Identifying Depression on Social Media: MentalRiskES@IberLEF 2023 | Jun 28, 2023 | Binary ClassificationDepression Detection | CodeCode Available | 0 | 5 |
| FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification | May 1, 2022 | Abstractive Text SummarizationClassification | CodeCode Available | 0 | 5 |
| Detection of depression on social networks using transformers and ensembles | May 9, 2023 | Depression DetectionLanguage Modeling | CodeCode Available | 0 | 5 |
| Cost-sensitive Boosting Pruning Trees for depression detection on Twitter | Jun 2, 2019 | Depression DetectionGeneral Classification | CodeCode Available | 0 | 5 |
| Deep Domain Adaptation for Ordinal Regression of Pain Intensity Estimation Using Weakly-Labelled Videos | Aug 13, 2020 | Depression DetectionDomain Adaptation | CodeCode Available | 0 | 5 |
| A Text Classification Framework for Simple and Effective Early Depression Detection Over Social Media Streams | May 18, 2019 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 0 | 5 |
| Enhancing Depression Detection via Question-wise Modality Fusion | Mar 26, 2025 | Depression DetectionOrdinal Classification | CodeCode Available | 0 | 5 |
| Affective Conditioning on Hierarchical Networks applied to Depression Detection from Transcribed Clinical Interviews | Jun 4, 2020 | Depression Detection | CodeCode Available | 0 | 5 |
| Detecting mental disorder on social media: a ChatGPT-augmented explainable approach | Jan 30, 2024 | Depression DetectionExplainable artificial intelligence | CodeCode Available | 0 | 5 |
| Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method | Mar 4, 2025 | Binary ClassificationDepression Detection | —Unverified | 0 | 0 |
| ComFeAT: Combination of Neural and Spectral Features for Improved Depression Detection | Jun 10, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Climate and Weather: Inspecting Depression Detection via Emotion Recognition | Apr 29, 2022 | Depression DetectionEmotion Recognition | —Unverified | 0 | 0 |
| A Novel Sentiment Analysis Engine for Preliminary Depression Status Estimation on Social Media | Nov 29, 2020 | Depression DetectionSentence | —Unverified | 0 | 0 |
| Advancing Depression Detection on Social Media Platforms Through Fine-Tuned Large Language Models | Sep 23, 2024 | Depression Detection | —Unverified | 0 | 0 |
| Care for the Mind Amid Chronic Diseases: An Interpretable AI Approach Using IoT | Nov 8, 2022 | Decision MakingDepression Detection | —Unverified | 0 | 0 |
| CANAMRF: An Attention-Based Model for Multimodal Depression Detection | Jan 4, 2024 | Depression Detection | —Unverified | 0 | 0 |
| An Exploratory Analysis of the Relation Between Offensive Language and Mental Health | May 31, 2021 | Depression DetectionLanguage Identification | —Unverified | 0 | 0 |
| Depression Detection on Social Media with Large Language Models | Mar 16, 2024 | BenchmarkingDepression Detection | —Unverified | 0 | 0 |
| Avengers Assemble: Amalgamation of Non-Semantic Features for Depression Detection | Sep 22, 2024 | Depression DetectionEmotion Recognition | —Unverified | 0 | 0 |
| Depression detection in social media posts using transformer-based models and auxiliary features | Sep 30, 2024 | Data AugmentationDepression Detection | —Unverified | 0 | 0 |