Down syndrome face recognition: a review
One of the most pertinent applications of image analysis is face recognition and one of the most common genetic disorders is Down syndrome (DS), which is caused by chromosome abnormalities in humans. It is currently a challenge in computer vision in the domain of DS face recognition to build an auto...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Multidisciplinary Digital Publishing Institute
2020
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/88527/1/ABSTRACT.pdf |
| _version_ | 1796981986269593600 |
|---|---|
| author | Agbolade, Olalekan Ahmad Nazri, Azree Shahrel Yaakob, Razali Abd Ghani, Abdul Azim Cheah, Yoke Kqueen |
| author_facet | Agbolade, Olalekan Ahmad Nazri, Azree Shahrel Yaakob, Razali Abd Ghani, Abdul Azim Cheah, Yoke Kqueen |
| author_sort | Agbolade, Olalekan |
| collection | UPM |
| description | One of the most pertinent applications of image analysis is face recognition and one of the most common genetic disorders is Down syndrome (DS), which is caused by chromosome abnormalities in humans. It is currently a challenge in computer vision in the domain of DS face recognition to build an automated system that equals the human ability to recognize face as one of the symmetrical structures in the body. Consequently, the use of machine learning methods has facilitated the recognition of facial dysmorphic features associated with DS. This paper aims to present a concise review of DS face recognition using the currently published literature by following the generic face recognition pipeline (face detection, feature extraction, and classification) and to identify critical knowledge gaps and directions for future research. The technologies underlying facial analysis presented in recent studies have helped expert clinicians in general genetic disorders and DS prediction. |
| first_indexed | 2024-03-06T10:45:42Z |
| format | Article |
| id | upm.eprints-88527 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T10:45:42Z |
| publishDate | 2020 |
| publisher | Multidisciplinary Digital Publishing Institute |
| record_format | dspace |
| spelling | upm.eprints-885272021-12-22T02:43:50Z http://psasir.upm.edu.my/id/eprint/88527/ Down syndrome face recognition: a review Agbolade, Olalekan Ahmad Nazri, Azree Shahrel Yaakob, Razali Abd Ghani, Abdul Azim Cheah, Yoke Kqueen One of the most pertinent applications of image analysis is face recognition and one of the most common genetic disorders is Down syndrome (DS), which is caused by chromosome abnormalities in humans. It is currently a challenge in computer vision in the domain of DS face recognition to build an automated system that equals the human ability to recognize face as one of the symmetrical structures in the body. Consequently, the use of machine learning methods has facilitated the recognition of facial dysmorphic features associated with DS. This paper aims to present a concise review of DS face recognition using the currently published literature by following the generic face recognition pipeline (face detection, feature extraction, and classification) and to identify critical knowledge gaps and directions for future research. The technologies underlying facial analysis presented in recent studies have helped expert clinicians in general genetic disorders and DS prediction. Multidisciplinary Digital Publishing Institute 2020 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/88527/1/ABSTRACT.pdf Agbolade, Olalekan and Ahmad Nazri, Azree Shahrel and Yaakob, Razali and Abd Ghani, Abdul Azim and Cheah, Yoke Kqueen (2020) Down syndrome face recognition: a review. Symmetry, 12 (7). art. no. 1182. pp. 1-17. ISSN 2073-8994 https://www.mdpi.com/2073-8994/12/7/1182 10.3390/sym12071182 |
| spellingShingle | Agbolade, Olalekan Ahmad Nazri, Azree Shahrel Yaakob, Razali Abd Ghani, Abdul Azim Cheah, Yoke Kqueen Down syndrome face recognition: a review |
| title | Down syndrome face recognition: a review |
| title_full | Down syndrome face recognition: a review |
| title_fullStr | Down syndrome face recognition: a review |
| title_full_unstemmed | Down syndrome face recognition: a review |
| title_short | Down syndrome face recognition: a review |
| title_sort | down syndrome face recognition a review |
| url | http://psasir.upm.edu.my/id/eprint/88527/1/ABSTRACT.pdf |
| work_keys_str_mv | AT agboladeolalekan downsyndromefacerecognitionareview AT ahmadnazriazreeshahrel downsyndromefacerecognitionareview AT yaakobrazali downsyndromefacerecognitionareview AT abdghaniabdulazim downsyndromefacerecognitionareview AT cheahyokekqueen downsyndromefacerecognitionareview |