Video-based detection of the clinical depression in adolescents

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 3723-3726

  Maddage, Namunu C ^a   Senaratne, Rajinda ^c   Low, Lu Shih Alex ^a   Lech, Margaret ^a   Allen, Nicholas ^b  

^a RMIT UNIVERSITY   (Australia)

^b UNIVERSITY OF MELBOURNE   (Australia)

^c NONE

Author keywords

[No Author keywords available]

Indexed keywords

FEATURE EXTRACTION; VIDEO RECORDING; VIDEO STREAMING;

CLASSIFICATION ACCURACY; CLINICAL DEPRESSION; CONTENT CLASSIFICATION; FACIAL LANDMARK; GABOR WAVELET FEATURES; GAUSSIAN MIXTURE MODEL; INDEPENDENT MODEL; LANDMARK MODEL MATCHING;

SOCIAL SCIENCES;

EID: 77951007880     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5334815     Document Type: Conference Paper

References (18)

1. J. R. Asarnow, M. Tompson, E. B. Hamilton, M. J. Goldstein, and D. Guthrie, "Family-Expressed Emotion, Childhood-Onset Depression, and Childhood-Onset Schizophrenia Spectrum Disorders: Is Expressed Emotion a Nonspecific Correlate of Child Psychopathology or a Specific Risk Factor for Depression?" Journal of Abnormal Child Psychology, Vol.22, No.2, 1994.
2. W. R. Avison, and D. D. McAlpine, "Gender Differences in Symptoms of Depression among Adolescents," Journal of Health and Social Behavior, Vol.33, 1992.
3. M. G. Calvo, and L. Nummenmaa, "Detection of Emotional Faces: Salient Physical Features Guide Effective Visual Search," Journal of Experimental Psychology, Vol.137, No.3, 2008.
4. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham, "Active Shape Models - Their Training and Application," Computer Vision and Image Understanding, vol.61, pp. 38-59, 1995.
5. W. C. Drevets, "Neuroimaging and Neuropathological Studies of Depression: Implication for the Cognitive-Emotional Features of Mood Disorders," Journal of Current Opinion in Neurobiology, Vol.11, No.2, 2001.
6. I. A. Essa, A. P. Pentland, "Coding, Analysis, Interpretation, and Recognition of Facial Expressions," IEEE Transaction on Pattern Analysis and Machine Intelligence, Vol.19, No.7, 1997.
7. P. Viola and M. Jones, "Robust Real-Time Face Detection," in International Journal of Computer Vision, vol.57, no.2, pp. 137-154, 2006.
8. C. H. Y. Fu, et al, "Neural Responses to Happy Facial Expressions in Major Depression Following Antidepressant Treatment," American Journal of Psychiatry, Vol.164, No.4, 2007.
9. J. Kennedy and R. C. Eberhart, "Particle swarm optimization," presented at the International Conference on Neural Networks, Perth, 1995.
10. E. S. Mikhailova, T. V. Vladimirova, A. F. Iznak, E. J. Tsusulkovskaya, and N. V. Sushko, "Abnormal Recognition of Facial Expression of Emotions in Depressed Patients with Major Depression Disorder and Schizotypal Personality Disorder," Journal of Biol Psychiatry, Vol.40 1996.
11. P. J. Phillips, H. Moon, S. A. Rizvi, and P. J. Rauss, "The FERET evaluation methodology for face-recognition algorithms," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.22, pp. 1090-1104, 2000.
12. R. Senaratne and S. Halgamuge, "Optimal Weighting of Landmarks for Face Recognition," Journal of Multimedia, vol.1, no.3, pp. 31-41, 2006.
13. L. Sheeber, N. Allen, B. Davis, and E. Sorense, "Regulation of Negative Affect During Mother-Child Problem-Solving Interactions: Adolescent Depressive Status and Family Processes," Journal of Abnormal Child Psychology, Vol.28, No.5, 2000.
14. N. F. Smith, F. Lesperance, and M. Talajic, "The Impact of Negative Emotions on Prognosis Following Myocardial Infarction: is it More Than Depression?" Journal of Health Psychology, Vol.14, No.5, 1994.
15. J. C. Stapley, and J. M. Harviland, "Beyond Depression: Gender Differences in Normal Adolescents' Emotional Experiences," Journal of Sex Roles, Vol.20, No.5-6, 1989.
16. L. Wiskott, J. M. Fellous, N. Kruger, and C. Malsburg, "Face recognition by elastic bunch graph matching," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.19, pp. 775-779, 1997.
17. S. Wood, J. L. Cummings, B. Schnelle, M. Stephens, "A Videotape- Based Training Method for Improving the Detection of Depression in Residents of Long-Term Care Facilities," Journal of the Gerontologist, Vol.42, No.1, 2002.
18. http://htk.eng.cam.ac.uk/