Skip to main content

2016 | OriginalPaper | Buchkapitel

Facial Behaviour Analysis in Parkinson’s Disease

verfasst von : Riyadh Almutiry, Samuel Couth, Ellen Poliakoff, Sonja Kotz, Monty Silverdale, Tim Cootes

Erschienen in: Medical Imaging and Augmented Reality

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We describe a method for evaluating facial expressivity in order to improve related clinical assessments of Parkinson’s Disease (PD). There is a controversial evidence in the literature that PD facial impairment can be detected on certain emotional expressions. This study aimed to investigate the feasibility of discriminative and quantitive measures of PD from the ability of a subject to express facial expressions. Video clips of 8 subjects (4 healthy controls and 4 with patients with PD) were recorded during daily sessions over several weeks. Observations covered emotion variation over one week for control subjects and six weeks for patients with PD. A statistical shape model was used to track facial expressions and to measure the amount of expressivity exhibited by each subject. The study suggests that measures of the amount of movement during happiness, disgust and anger expressions are the most discriminative, with PD patients exhibiting less movement than controls. This work demonstrates that it may be possible to measure day-to-day variations in symptoms of PD automatically.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
3.
Zurück zum Zitat Carlson, N.R., Heth, D., Miller, H., Donahoe, J., Martin, G.N.: Psychology: The Science of Behavior. Pearson, London (2009) Carlson, N.R., Heth, D., Miller, H., Donahoe, J., Martin, G.N.: Psychology: The Science of Behavior. Pearson, London (2009)
4.
5.
Zurück zum Zitat Constantinescu, G., Theodoros, D., Russell, T., Ward, E., Wilson, S., Wootton, R.: Assessing disordered speech and voice in Parkinson’s disease: a telerehabilitation application. Int. J. Lang. Commun. Disord./Roy. Coll. Speech Lang. Therapists 45(6), 630–44 (2010). http://www.ncbi.nlm.nih.gov/pubmed/20102257 Constantinescu, G., Theodoros, D., Russell, T., Ward, E., Wilson, S., Wootton, R.: Assessing disordered speech and voice in Parkinson’s disease: a telerehabilitation application. Int. J. Lang. Commun. Disord./Roy. Coll. Speech Lang. Therapists 45(6), 630–44 (2010). http://​www.​ncbi.​nlm.​nih.​gov/​pubmed/​20102257
8.
Zurück zum Zitat Danelakis, A., Theoharis, T., Pratikakis, I.: A survey on facial expression recognition in 3D video sequences. Multimedia Tools Appl. 74(15), 5577–5615 (2015)CrossRef Danelakis, A., Theoharis, T., Pratikakis, I.: A survey on facial expression recognition in 3D video sequences. Multimedia Tools Appl. 74(15), 5577–5615 (2015)CrossRef
10.
Zurück zum Zitat Ekman, P., Friesen, W.V., Ellsworth, P.: Emotion in the Human Face, 2nd edn. Cambridge University Press, Cambridge (1982) Ekman, P., Friesen, W.V., Ellsworth, P.: Emotion in the Human Face, 2nd edn. Cambridge University Press, Cambridge (1982)
11.
Zurück zum Zitat Ekman, P., Friesen, W.V.: The Facial Action Coding System. Consulting Psychologists Press, Stanford University, Palo Alto (1982) Ekman, P., Friesen, W.V.: The Facial Action Coding System. Consulting Psychologists Press, Stanford University, Palo Alto (1982)
12.
Zurück zum Zitat Fehrenbach, M.J., Herring, S.W.: Illustrated Anatomy of the Head and Neck. Elsevier Health Sciences, London (2013) Fehrenbach, M.J., Herring, S.W.: Illustrated Anatomy of the Head and Neck. Elsevier Health Sciences, London (2013)
14.
Zurück zum Zitat Fontaine, J.R.J., Scherer, K.R., Roesch, E.B., Ellsworth, P.C.: The world of emotions is not two-dimensional. Psychol. Sci. 18(12), 1050–1057 (2007)CrossRef Fontaine, J.R.J., Scherer, K.R., Roesch, E.B., Ellsworth, P.C.: The world of emotions is not two-dimensional. Psychol. Sci. 18(12), 1050–1057 (2007)CrossRef
15.
Zurück zum Zitat Kan, Y., Kawamura, M., Hasegawa, Y., Mochizuki, S., Nakamura, K.: Recognition of emotion from facial, prosodic and written verbal stimuli in Parkinson’s disease. Cortex J. Devoted Study Nerv. Syst. Behav. 38(4), 623–630 (2002)CrossRef Kan, Y., Kawamura, M., Hasegawa, Y., Mochizuki, S., Nakamura, K.: Recognition of emotion from facial, prosodic and written verbal stimuli in Parkinson’s disease. Cortex J. Devoted Study Nerv. Syst. Behav. 38(4), 623–630 (2002)CrossRef
19.
Zurück zum Zitat Marsili, L., Agostino, R., Bologna, M., Belvisi, D., Palma, A., Fabbrini, G., Berardelli, A.: Bradykinesia of posed smiling and voluntary movement of the lower face in Parkinson’s disease. Parkinsonism Relat. Disord. 20(4), 370–375 (2014)CrossRef Marsili, L., Agostino, R., Bologna, M., Belvisi, D., Palma, A., Fabbrini, G., Berardelli, A.: Bradykinesia of posed smiling and voluntary movement of the lower face in Parkinson’s disease. Parkinsonism Relat. Disord. 20(4), 370–375 (2014)CrossRef
22.
Zurück zum Zitat Pell, M.D., Leonard, C.L.: Facial expression decoding in early Parkinson’s disease. Brain Res. Cogn. Brain Res. 23(2–3), 327–340 (2005)CrossRef Pell, M.D., Leonard, C.L.: Facial expression decoding in early Parkinson’s disease. Brain Res. Cogn. Brain Res. 23(2–3), 327–340 (2005)CrossRef
23.
Zurück zum Zitat Pilowsky, I., Thornton, M., Stokes, B.: A microcomputer based approach to the quantification of facial expressions. Australas. Phys. Eng. Sci. Med./Support. Australas. Coll. Phys. Scientists Med. Australas. Assoc. Phys. Sci. Med. 8(2), 70 (1985) Pilowsky, I., Thornton, M., Stokes, B.: A microcomputer based approach to the quantification of facial expressions. Australas. Phys. Eng. Sci. Med./Support. Australas. Coll. Phys. Scientists Med. Australas. Assoc. Phys. Sci. Med. 8(2), 70 (1985)
24.
Zurück zum Zitat Plutchik, R.: The nature of emotions: human emotions have deep evolutionary roots. Am. Sci. 89(4), 344–350 (2001)CrossRef Plutchik, R.: The nature of emotions: human emotions have deep evolutionary roots. Am. Sci. 89(4), 344–350 (2001)CrossRef
25.
Zurück zum Zitat Premack, D., Woodruff, G.: Does the chimpanzee have a theory of mind? Behav. Brain Sci. 4, 515–526 (1978)CrossRef Premack, D., Woodruff, G.: Does the chimpanzee have a theory of mind? Behav. Brain Sci. 4, 515–526 (1978)CrossRef
26.
Zurück zum Zitat Smith, M., Smith, M., Ellgring, H.: Spontaneous and posed facial expression in Parkinson’s disease. J. Int. Neuropsychol. Soc. 2, 383–391 (1996)CrossRef Smith, M., Smith, M., Ellgring, H.: Spontaneous and posed facial expression in Parkinson’s disease. J. Int. Neuropsychol. Soc. 2, 383–391 (1996)CrossRef
28.
Zurück zum Zitat Sprengelmeyer, R., Young, A.W., Mahn, K., Schroeder, U., Woitalla, D., Büttner, T., Kuhn, W., Przuntek, H.: Facial expression recognition in people with medicated and unmedicated Parkinson’s disease. Neuropsychologia 41(8), 1047–1057 (2003)CrossRef Sprengelmeyer, R., Young, A.W., Mahn, K., Schroeder, U., Woitalla, D., Büttner, T., Kuhn, W., Przuntek, H.: Facial expression recognition in people with medicated and unmedicated Parkinson’s disease. Neuropsychologia 41(8), 1047–1057 (2003)CrossRef
29.
Zurück zum Zitat Sprengelmeyer, R., Young, A.W., Pundt, I., Sprengelmeyer, A., Calder, A.J., Berrios, G., Winkel, R., Vollmöeller, W., Kuhn, W., Sartory, G., Przuntek, H.: Disgust implicated in obsessive-compulsive disorder. Proc. Biol. Sci./Roy. Soc. 264(1389), 1767–1773 (1997)CrossRef Sprengelmeyer, R., Young, A.W., Pundt, I., Sprengelmeyer, A., Calder, A.J., Berrios, G., Winkel, R., Vollmöeller, W., Kuhn, W., Sartory, G., Przuntek, H.: Disgust implicated in obsessive-compulsive disorder. Proc. Biol. Sci./Roy. Soc. 264(1389), 1767–1773 (1997)CrossRef
30.
Zurück zum Zitat Suzuki, A., Hoshino, T., Shigemasu, K., Kawamura, M.: Disgust-specific impairment of facial expression recognition in Parkinson’s disease. Brain 129(3), 707–717 (2006)CrossRef Suzuki, A., Hoshino, T., Shigemasu, K., Kawamura, M.: Disgust-specific impairment of facial expression recognition in Parkinson’s disease. Brain 129(3), 707–717 (2006)CrossRef
33.
Zurück zum Zitat Wu, P., Gonzalez, I., Patsis, G., Jiang, D., Sahli, H., Kerckhofs, E., Vandekerckhove, M.: Objectifying facial expressivity assessment of parkinson’s patients: preliminary study. Comput. Math. Methods Med. 2014, Article ID 427826 (2014) Wu, P., Gonzalez, I., Patsis, G., Jiang, D., Sahli, H., Kerckhofs, E., Vandekerckhove, M.: Objectifying facial expressivity assessment of parkinson’s patients: preliminary study. Comput. Math. Methods Med. 2014, Article ID 427826 (2014)
Metadaten
Titel
Facial Behaviour Analysis in Parkinson’s Disease
verfasst von
Riyadh Almutiry
Samuel Couth
Ellen Poliakoff
Sonja Kotz
Monty Silverdale
Tim Cootes
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-43775-0_30