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The Self-Rating Depression Scale (SDS) questionnaire is commonly utilized for effective depression preliminary screening. The uncontrolled self-administered measure, on the other hand, maybe readily influenced by insouciant or dishonest…

计算机视觉与模式识别 · 计算机科学 2021-07-23 Wanqing Xie , Lizhong Liang , Yao Lu , Hui Luo , Xiaofeng Liu

Video-based automatic depression analysis provides a fast, objective and repeatable self-assessment solution, which has been widely developed in recent years. While depression clues may be reflected by human facial behaviours of various…

计算机视觉与模式识别 · 计算机科学 2021-12-01 Jiaqi Xu , Siyang Song , Keerthy Kusumam , Hatice Gunes , Michel Valstar

Depression is a common mental disorder that causes people to experience depressed mood, loss of interest or pleasure, feelings of guilt or low self-worth. Traditional clinical depression diagnosis methods are subjective and time consuming.…

人机交互 · 计算机科学 2022-11-22 Chuang Yu

Depression is one of the most prevalent mental health issues around the world, proving to be one of the leading causes of suicide and placing large economic burdens on families and society. In this paper, we develop and test the efficacy of…

计算机与社会 · 计算机科学 2020-08-18 Shanya Sharma , Manan Dey

Social Anxiety Disorder (SAD) significantly impacts individuals' daily lives and relationships. The conventional methods for SAD detection involve physical consultations and self-reported questionnaires, but they have limitations such as…

计算机与社会 · 计算机科学 2025-01-13 Nilesh Kumar Sahu , Nandigramam Sai Harshit , Rishabh Uikey , Haroon R. Lone

Speech-based depression detection (SDD) has emerged as a non-invasive and scalable alternative to conventional clinical assessments. However, existing methods still struggle to capture robust depression-related speech characteristics, which…

计算与语言 · 计算机科学 2026-01-22 Yuxin Li , Eng Siong Chng , Cuntai Guan

Depression is a major mental health disorder that is rapidly affecting lives worldwide. Depression not only impacts emotional but also physical and psychological state of the person. Its symptoms include lack of interest in daily…

计算机视觉与模式识别 · 计算机科学 2017-09-19 Shubham Dham , Anirudh Sharma , Abhinav Dhall

Depression, a prevalent mental health disorder impacting millions globally, demands reliable assessment systems. Unlike previous studies that focus solely on either detecting depression or predicting its severity, our work identifies…

Automatic speech recognition (ASR) technology can aid in the detection, monitoring, and assessment of depressive symptoms in individuals. ASR systems have been used as a tool to analyze speech patterns and characteristics that are…

人机交互 · 计算机科学 2023-08-17 Alice Othmani , Muhammad Muzammel

We describe the development of a model to detect user-level clinical depression based on a user's temporal social media posts. Our model uses a Depression Symptoms Detection (DSD) classifier, which is trained on the largest existing samples…

计算与语言 · 计算机科学 2023-03-31 Nawshad Farruque , Randy Goebel , Sudhakar Sivapalan , Osmar R. Zaïane

Individual's general well-being is greatly impacted by mental health conditions including depression and Post-Traumatic Stress Disorder (PTSD), underscoring the importance of early detection and precise diagnosis in order to facilitate…

Deep learning models have shown promising results in recognizing depressive states using video-based facial expressions. While successful models typically leverage using 3D-CNNs or video distillation techniques, the different use of…

计算机视觉与模式识别 · 计算机科学 2022-12-14 Manuel Lage Cañellas , Constantino Álvarez Casado , Le Nguyen , Miguel Bordallo López

Mental disorders including depression, anxiety, and other neurological disorders pose a significant global challenge, particularly among individuals exhibiting social avoidance tendencies. This study proposes a hybrid approach by leveraging…

人工智能 · 计算机科学 2025-05-30 Mohammad Helal Uddin , Sabur Baidya

With the acceleration of the pace of work and life, people have to face more and more pressure, which increases the possibility of suffering from depression. However, many patients may fail to get a timely diagnosis due to the serious…

信号处理 · 电气工程与系统科学 2021-06-02 Lang He , Mingyue Niu , Prayag Tiwari , Pekka Marttinen , Rui Su , Jiewei Jiang , Chenguang Guo , Hongyu Wang , Songtao Ding , Zhongmin Wang , Wei Dang , Xiaoying Pan

Current automatic depression detection systems provide predictions directly without relying on the individual symptoms/items of depression as denoted in the clinical depression rating scales. In contrast, clinicians assess each item in the…

Depression is ranked as the largest contributor to global disability and is also a major reason for suicide. Still, many individuals suffering from forms of depression are not treated for various reasons. Previous studies have shown that…

计算与语言 · 计算机科学 2024-10-30 Marcel Trotzek , Sven Koitka , Christoph M. Friedrich

Identifying physiological and behavioral markers for mental health conditions is a longstanding challenge in psychiatry. Depression and suicidal ideation, in particular, lack objective biomarkers, with screening and diagnosis primarily…

Major depressive disorder (MDD) is a complex psychiatric disorder that affects the lives of hundreds of millions of individuals around the globe. Even today, researchers debate if morphological alterations in the brain are linked to MDD,…

定量方法 · 定量生物学 2025-01-27 Roberto Goya-Maldonado , Tracy Erwin-Grabner , Ling-Li Zeng , Christopher R. K. Ching , Andre Aleman , Alyssa R. Amod , Zeynep Basgoze , Francesco Benedetti , Bianca Besteher , Katharina Brosch , Robin Bülow , Romain Colle , Colm G. Connolly , Emmanuelle Corruble , Baptiste Couvy-Duchesne , Kathryn Cullen , Udo Dannlowski , Christopher G. Davey , Annemiek Dols , Jan Ernsting , Jennifer W. Evans , Lukas Fisch , Paola Fuentes-Claramonte , Ali Saffet Gonul , Ian H. Gotlib , Hans J. Grabe , Nynke A. Groenewold , Dominik Grotegerd , Tim Hahn , J. Paul Hamilton , Laura K. M. Han , Ben J. Harrison , Tiffany C. Ho , Neda Jahanshad , Alec J. Jamieson , Andriana Karuk , Tilo Kircher , Bonnie Klimes-Dougan , Sheri-Michelle Koopowitz , Thomas Lancaster , Ramona Leenings , Meng Li , David E. J. Linden , Frank P. MacMaster , David M. A. Mehler , Susanne Meinert , Elisa Melloni , Bryon A. Mueller , Benson Mwangi , Igor Nenadić , Amar Ojha , Yasumasa Okamoto , Mardien L. Oudega , Brenda W. J. H. Penninx , Sara Poletti , Edith Pomarol-Clotet , Maria J. Portella , Elena Pozzi , Joaquim Radua , Elena Rodríguez-Cano , Matthew D. Sacchet , Raymond Salvador , Anouk Schrantee , Kang Sim , Jair C. Soares , Aleix Solanes , Dan J. Stein , Frederike Stein , Aleks Stolicyn , Sophia I. Thomopoulos , Yara J. Toenders , Aslihan Uyar-Demir , Eduard Vieta , Yolanda Vives-Gilabert , Henry Völzke , Martin Walter , Heather C. Whalley , Sarah Whittle , Nils Winter , Katharina Wittfeld , Margaret J. Wright , Mon-Ju Wu , Tony T. Yang , Carlos Zarate , Dick J. Veltman , Lianne Schmaal , Paul M. Thompson

Depression has been a leading cause of mental-health illnesses across the world. While the loss of lives due to unmanaged depression is a subject of attention, so is the lack of diagnostic tests and subjectivity involved. Using behavioural…

人工智能 · 计算机科学 2020-10-07 Shivani Shimpi , Shyam Thombre , Snehal Reddy , Ritik Sharma , Srijan Singh

Depression has been the leading cause of mental-health illness worldwide. Major depressive disorder (MDD), is a common mental health disorder that affects both psychologically as well as physically which could lead to loss of lives. Due to…

计算机视觉与模式识别 · 计算机科学 2019-09-05 Anupama Ray , Siddharth Kumar , Rutvik Reddy , Prerana Mukherjee , Ritu Garg
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