Please use this identifier to cite or link to this item:
https://doi.org/10.1109/ICIP.2010.5652590
DC Field | Value | |
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dc.title | Towards computational models of kinship verification | |
dc.contributor.author | Fang R. | |
dc.contributor.author | Tang K.D. | |
dc.contributor.author | Snavely N. | |
dc.contributor.author | Chen T. | |
dc.date.accessioned | 2018-08-21T04:59:54Z | |
dc.date.available | 2018-08-21T04:59:54Z | |
dc.date.issued | 2010 | |
dc.identifier.citation | Fang R., Tang K.D., Snavely N., Chen T. (2010). Towards computational models of kinship verification. Proceedings - International Conference on Image Processing, ICIP : 1577-1580. ScholarBank@NUS Repository. https://doi.org/10.1109/ICIP.2010.5652590 | |
dc.identifier.isbn | 9781424479948 | |
dc.identifier.issn | 15224880 | |
dc.identifier.uri | http://scholarbank.nus.edu.sg/handle/10635/146161 | |
dc.description.abstract | We tackle the challenge of kinship verification using novel feature extraction and selection methods, automatically classifying pairs of face images as "related" or "unrelated" (in terms of kinship). First, we conducted a controlled online search to collect frontal face images of 150 pairs of public figures and celebrities, along with images of their parents or children. Next, we propose and evaluate a set of low-level image features for this classification problem. After selecting the most discriminative inherited facial features, we demonstrate a classification accuracy of 70.67% on a test set of image pairs using K-Nearest-Neighbors. Finally, we present an evaluation of human performance on this problem. | |
dc.source | Scopus | |
dc.subject | Face recognition | |
dc.subject | Feature extraction | |
dc.subject | Inheritance | |
dc.type | Conference Paper | |
dc.contributor.department | OFFICE OF THE PROVOST | |
dc.contributor.department | DEPARTMENT OF COMPUTER SCIENCE | |
dc.description.doi | 10.1109/ICIP.2010.5652590 | |
dc.description.sourcetitle | Proceedings - International Conference on Image Processing, ICIP | |
dc.description.page | 1577-1580 | |
dc.published.state | published | |
Appears in Collections: | Staff Publications |
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