Projects per year
Abstract
Rehabilitation after traumatic brain injury (TBI) is very critical as it is largely unpredictable depending upon the nature of the injury. Rehabilitation process and recovery time also varies, as it takes months and years, depending upon the assessment of treatment, mental and physical conditions and strategies. Due to non-cooperative behaviour of patients, and increase in negative emotional expressions it is very beneficial to evaluate these expressions in a contactless way, and perform a rehabilitation physiotherapy, cognitive or other behavioral activities when the patient is in a positive mood. In this paper we have analyzed the methods for facial features extraction for TBI patients to determine optimal time to have aforementioned rehabilitation process on the basis of positive and negative facial expressions. We have employed a deep learning architecture based on convolutional neural network and long short term memory on RGB and thermal data that were collected in challenging scenarios from real patients. It automatically identifies the patient's facial expressions, and inform experts or trainers that "it is the time" to start rehabilitation session.
Original language | English |
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Title of host publication | 2018 IEEE International Conference on Image Processing : ICIP 2018 |
Number of pages | 5 |
Publisher | IEEE |
Publication date | 7 Oct 2018 |
Pages | 2291-2295 |
Article number | 8451223 |
ISBN (Print) | 978-1-4799-7062-9 |
ISBN (Electronic) | 978-1-4799-7061-2 |
DOIs | |
Publication status | Published - 7 Oct 2018 |
Event | 2018 IEEE International Conference on Image Processing: Imaging beyond imagination - Megaron Athens International Conference Centre, Athens, Greece, Athens, Greece Duration: 7 Oct 2018 → 10 Oct 2018 https://2018.ieeeicip.org/default.asp |
Conference
Conference | 2018 IEEE International Conference on Image Processing |
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Location | Megaron Athens International Conference Centre, Athens, Greece |
Country/Territory | Greece |
City | Athens |
Period | 07/10/2018 → 10/10/2018 |
Internet address |
Series | IEEE International Conference on Image Processing (ICIP) |
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ISSN | 2381-8549 |
Fingerprint
Dive into the research topics of 'Rehabilitation of Traumatic Brain Injured Patients: Patient Mood Analysis from Multimodal Video'. Together they form a unique fingerprint.Projects
- 2 Finished
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Computer Vision Techniques for Rehabilitation of Traumatic Brain Injured Patients
Ilyas, C. M.
03/04/2017 → 20/04/2020
Project: Research
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Handling stress reactions in institutional care by adapting interaction behavior of a social robot
Ilyas, C. M., Nasrollahi, K., Rehm, M. & Moeslund, T. B.
03/04/2017 → 14/04/2020
Project: Research
Research output
- 6 Citations
- 1 PhD thesis
-
Facial Emotion Recognition for Citizens with Traumatic Brain Injury for Therapeutic Robot Interaction
Ilyas, C. M., 2021, Aalborg Universitetsforlag. 196 p.Research output: PhD thesis
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