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Detecting Depression using Vocal, Facial and Semantic Communication Cues

James R. Williamson, Elizabeth Godoy, Miriam Cha, Adrianne Schwarzentruber, Pooya Khorrami, Youngjune Gwon, Hsiang-Tsung Kung, Charlie Dagli, Thomas F. Quatieri
2016 Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge - AVEC '16  
Semantic features are analyzed for subject/avatar dialogue content using a sparse coded lexical embedding space, and for contextual clues related to the subject's present or past depression status.  ...  MDD's impact on these processes is reflected in an individual's communication via coupled mechanisms: vocal articulation, facial gesturing and choice of content to convey in a dialogue.  ...  Non-verbal cues (e.g., postures, facial expression, eye gaze, gestures) provide useful information in determining a participant's psychological distress.  ... 
doi:10.1145/2988257.2988263 dblp:conf/mm/WilliamsonGCSKG16 fatcat:czr572nyz5bg3lh4x2hevwd2pq

Human-Centred Intelligent Human Computer Interaction (HCI²): how far are we from attaining it?

Maja Pantic, Anton Nijholt, Alex Pentland, Thomas S. Huanag
2008 International Journal of Autonomous and Adaptive Communications Systems  
These interfaces should transcend the traditional keyboard and mouse and have the capacity to understand and emulate human communicative intentions as expressed through behavioural cues, such as affective  ...  This article discusses how far we are to the goal of human-centred computing and Human-Centred Intelligent Human-Computer Interaction (HCI 2 ) that can understand and respond to multimodal human communication  ...  Acknowledgements The work of Maja Pantic and Anton Nijholt has been funded in part by the EU IST Programme Project FP6-0027787 (AMIDA) and the EC's 7th Framework Programme [FP7/2007[FP7/ -2013 under grant  ... 
doi:10.1504/ijaacs.2008.019799 fatcat:nyvcvkfi75anhpbiaspsx35eq4

Event-Related Potentials and Emotion Processing in Child Psychopathology

Georgia Chronaki
2016 Frontiers in Psychology  
This review provides a brief overview of the most up-to-date findings in the field of eventrelated potentials (ERPs) to facial and vocal emotional expressions in the most common child psychopathological  ...  In recent years there has been increasing interest in the neural mechanisms underlying altered emotional processes in children and adolescents with psychopathology.  ...  A limitation in existing research using vocal stimuli is that they include semantic or lexical confounds in the tasks.  ... 
doi:10.3389/fpsyg.2016.00564 pmid:27199803 pmcid:PMC4851139 fatcat:3rki2phdlvf23owwvt56qfaxxy

Depression Scale Recognition over Fusion of Visual and Vocal Expression using Artificial Intellectual Method

Pratibha Gayke Shinde, Assistant Professor, Department of Information Technology, Dr. Vithalrao Vikhe Patil College of Engineering, Ahmednagar, India., Rohini S Kulkarni, Department of Computer Science and Engineering, K.L.E. Institute of Technology, Hubli, Visvesvaraya Technological University, Karnataka, India.
2021 International journal of recent technology and engineering  
visual and verbal cues alone or in combination with signals for automated depression evaluation The suggested work also used deep learning and natural language processing to estimate depression levels  ...  Now a day's supported visual and audio cues for automatic depression assessment may be a fast emerging research subject.  ...  Meng Automated depression evaluation on the basis of cues of visual and vocal; a fast emerging study subject, as discussed in this article.  ... 
doi:10.35940/ijrte.b6402.0910321 fatcat:j7vrlpodlfhfxkol25ace5rz2e

Tracking the Sound of Human Affection: EEG Signals Reveal Online Decoding of Socio-Emotional Expression in Human Speech and Voice [chapter]

Xiaoming Jiang
2017 Emotion and Attention Recognition Based on Biological Signals and Images  
Future directions highlight the study on human vocal expression aligning with other nonverbal cues, such as facial and body language, and the need to synchronize listener's brain potentials with other  ...  Human sound can encode emotional meanings by different vocal parameters in words, real-vs. pseudo-speeches, and vocalizations.  ...  A study used an oddball paradigm in which a group of healthy listeners with anxious and depressive tendencies and a group of controls detected the target of emotional stimuli from a sequence of neutral  ... 
doi:10.5772/66418 fatcat:fuyyjhtchfbmxbgj7nynplpple

Depression Scale Recognition Over Fusion of Visual and Vocal Expression using Artificial Intellectual Method

D.A. Vidhate, Pallavi Kumatkar, Vaishali Zine, Vaishnavi Kalyankar, Rutuja Satpute, Shruti S. Pophale
2021 International Journal of Computer Applications  
depression assessment utilizing visual and vocal cues alone or together with cues.  ...  In Automatic depression assessment supported visual and vocal cues may be a rapidly growing research domain.  ...  Tokenization: Tokenization is an essential task in natural language processing used to break up a string of words into semantically useful units called tokens.  ... 
doi:10.5120/ijca2021921607 fatcat:vja4hc2q3zeizptmw2ye7etoie

Page 17 of Linguistics and Language Behavior Abstracts: LLBA Vol. 26, Issue 2 [page]

1992 Linguistics and Language Behavior Abstracts: LLBA  
9202262 Eligring, H., Nonverbal Communication in Depression reviewed; 9204522 emotion recognition, presentation modality role; facial vs body emotion encoding; children, young/older adults; 9202138 emotional  ...  development, emotivity role; 9202255 children’s cognitive text representation/comprehension assessment, oral stories; emotional state vocal expression cues; recall/recognition tasks; Ist/3rd graders;  ... 

Dynamic emotion processing in Parkinson's disease as a function of channel availability

Silke Paulmann, Marc D. Pell
2010 Journal of Clinical and Experimental Neuropsychology  
Effects of PD on nonverbal emotion processing During social communication, we make use of not only verbal cues, or what someone says, but also nonverbal cues that accompany the verbal message (e.g., facial  ...  Specifically, for each group we compared accuracy in the combined uni-and bimodal conditions where the stimuli contained: (a) facial cues or not; (b) semantic cues or not; and (c) prosodic cues or not.  ... 
doi:10.1080/13803391003596371 pmid:20336567 fatcat:zhgp7yqlxrbvleolxj4ibagv3y

Human computing and machine understanding of human behavior

Maja Pantic, Alex Pentland, Anton Nijholt, Thomas Huang
2006 Proceedings of the 8th international conference on Multimodal interfaces - ICMI '06  
They should transcend the traditional keyboard and mouse to include natural, human-like interactive functions including understanding and emulating certain human behaviors such as affective and social  ...  A widely accepted prediction is that computing will move to the background, weaving itself into the fabric of our everyday living spaces and projecting the human user into the foreground.  ...  Besides, it seems that using both geometric and appearance features might be the best choice for certain facial cues [43] .  ... 
doi:10.1145/1180995.1181044 dblp:conf/icmi/PanticPNH06 fatcat:wyix2qgyrrfczfcthifm3gzfcu

Sensing emotion in voices: Negativity bias and gender differences in a validation study of the Oxford Vocal ('OxVoc') sounds database

Katherine S. Young, Christine E. Parsons, Richard T. LeBeau, Benjamin A. Tabak, Amy R. Sewart, Alan Stein, Morten L. Kringelbach, Michelle G. Craske
2017 Psychological Assessment  
Together, these findings largely converge with factors previously shown to impact processing of emotional facial expressions, suggesting a modality-independent impact of depression, anxiety, and listener  ...  Results demonstrated small but significant effects of (a) symptoms of depression and anxiety with more negative ratings of adult neutral vocalizations (R 2 ϭ .011 and R 2 ϭ .008, respectively) and (b)  ...  Emotional Vocalizations There are two modes in which humans communicate emotion through the voice: verbal prosody and nonverbal 'affective bursts.'  ... 
doi:10.1037/pas0000382 pmid:27656902 pmcid:PMC5362357 fatcat:3a6l3d7rincf3htmprrklpqvou

Social signal processing: Survey of an emerging domain

Alessandro Vinciarelli, Maja Pantic, Hervé Bourlard
2009 Image and Vision Computing  
Although each one of us understands the importance of social signals in everyday life situations, and in spite of recent advances in machine analysis of relevant behavioural cues like blinks, smiles, crossed  ...  The ability to understand and manage social signals of a person we are communicating with is the core of social intelligence.  ...  gestures, facial and vocal expressions).  ... 
doi:10.1016/j.imavis.2008.11.007 fatcat:rdgx4qgxjbdjlkuji4tyh3ugue

Detecting sarcasm from paralinguistic cues: Anatomic and cognitive correlates in neurodegenerative disease

Katherine P. Rankin, Andrea Salazar, Maria Luisa Gorno-Tempini, Marc Sollberger, Stephen M. Wilson, Danijela Pavlic, Christine M. Stanley, Shenly Glenn, Michael W. Weiner, Bruce L. Miller
2009 NeuroImage  
We investigated the neuroanatomy underlying failure to understand sarcasm from dynamic vocal and facial paralinguistic cues.  ...  Subjects watched brief videos depicting sincere or sarcastic communication and answered yes-no questions about the speaker's intended meaning.  ...  Center of California (ARCC) grant 03-75271, and the Larry L.  ... 
doi:10.1016/j.neuroimage.2009.05.077 pmid:19501175 pmcid:PMC2720152 fatcat:2zwimdscurczxnh5ugoxetqqhq

A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions

Zhihong Zeng, M. Pantic, G.I. Roisman, T.S. Huang
2009 IEEE Transactions on Pattern Analysis and Machine Intelligence  
based on facial expressions, head movements, and body gestures.  ...  Next, we examine available approaches for solving the problem of machine understanding of human affective behavior and discuss important issues like the collection and availability of training and test  ...  Zhihong Zeng wrote the first draft, Maja Pantic significantly improved it by rewriting it and offering important advice, and Glenn Roisman provided important comments and polished the whole paper.  ... 
doi:10.1109/tpami.2008.52 pmid:19029545 fatcat:xntouxtsxze3bn3dstdrv5eibi

A survey of affect recognition methods

Zhihong Zeng, Maja Pantic, Glenn I. Roisman, Thomas S. Huang
2007 Proceedings of the ninth international conference on Multimodal interfaces - ICMI '07  
based on facial expressions, head movements, and body gestures.  ...  Next, we examine available approaches for solving the problem of machine understanding of human affective behavior and discuss important issues like the collection and availability of training and test  ...  Zhihong Zeng wrote the first draft, Maja Pantic significantly improved it by rewriting it and offering important advice, and Glenn Roisman provided important comments and polished the whole paper.  ... 
doi:10.1145/1322192.1322216 dblp:conf/icmi/ZengPRH07 fatcat:byahqj5l4zhzhg5mzlgqu3edqy

Quantification of Cinematography Semiotics for Video-based Facial Emotion Recognition in the EmotiW 2015 Grand Challenge

Albert C. Cruz
2015 Proceedings of the 2015 ACM on International Conference on Multimodal Interaction - ICMI '15  
A comprehensive system is proposed that measures expression, emotion, vocalics, syntax, semantics, and filmbased meta information.  ...  Rule of thirds based motion history histograms detect motion along rule of thirds guidelines. Rule of thirds color layout descriptors compactly describe a scene at rule of thirds intersections.  ...  Films use established semiotics to communicate a story to the viewing audience.  ... 
doi:10.1145/2818346.2830592 dblp:conf/icmi/Cruz15 fatcat:6c42z4zcbvhddo7vn5zj4w2skm
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