On the usefulness of color for kinship verification from face images

作者: Xiaoting Wu , Elhocine Boutellaa , Miguel Bordallo Lopez , Xiaoyi Feng , Abdenour Hadid

DOI: 10.1109/WIFS.2016.7823901

关键词:

摘要: Automatic kinship verification from faces aims to determine whether two persons have a biological kin relation or not by comparing their facial attributes. This is challenging research problem that has recently received lots of attention the community. However, most proposed methods mainly focused on analyzing only luminance (i.e. gray-scale) face images, hence discarding chrominance color) information which can be useful additional cue for verifying relationships. paper investigates first time usefulness color in relationships images. For this purpose, we extract joint color-texture features encode both and The performance using analysis then compared against counterpart approaches gray-scale information. Extensive experiments different spaces texture are conducted benchmark databases. Our results indicate classifying images consistently shows superior three spaces.

参考文章(19)
Junlin Hu, Jiwen Lu, Junsong Yuan, Yap-Peng Tan, Large Margin Multi-metric Learning for Face and Kinship Verification in the Wild asian conference on computer vision. pp. 252- 267 ,(2014) , 10.1007/978-3-319-16811-1_17
Jiwen Lu, Junlin Hu, Venice Erin Liong, Xiuzhuang Zhou, Andrea Bottino, Ihtesham Ul Islam, Tiago Figueiredo Vieira, Xiaoqian Qin, Xiaoyang Tan, Songcan Chen, Shahar Mahpod, Yosi Keller, Lilei Zheng, Khalid Idrissi, Christophe Garcia, Stefan Duffner, Atilla Baskurt, Modesto Castrillon-Santana, Javier Lorenzo-Navarro, The FG 2015 Kinship Verification in the Wild Evaluation ieee international conference on automatic face gesture recognition. ,vol. 1, pp. 1- 7 ,(2015) , 10.1109/FG.2015.7163159
Juho Kannala, Esa Rahtu, BSIF: Binarized statistical image features international conference on pattern recognition. pp. 1363- 1366 ,(2012)
Ville Ojansivu, Janne Heikkilä, Blur Insensitive Texture Classification Using Local Phase Quantization international conference on image and signal processing. pp. 236- 243 ,(2008) , 10.1007/978-3-540-69905-7_27
Ruogu Fang, Kevin D. Tang, Noah Snavely, Tsuhan Chen, Towards computational models of kinship verification international conference on image processing. pp. 1577- 1580 ,(2010) , 10.1109/ICIP.2010.5652590
M. F. Dal Martello, L. T. Maloney, Lateralization of kin recognition signals in the human face. Journal of Vision. ,vol. 10, pp. 9- 9 ,(2010) , 10.1167/10.8.9
Jian Yang, Chengjun Liu, Lei Zhang, Color space normalization: Enhancing the discriminating power of color spaces for face recognition Pattern Recognition. ,vol. 43, pp. 1454- 1466 ,(2010) , 10.1016/J.PATCOG.2009.11.014
Haiyan Wu, Suyong Yang, Shiyue Sun, Chao Liu, Yue-Jia Luo, The male advantage in child facial resemblance detection: Behavioral and ERP evidence Social Neuroscience. ,vol. 8, pp. 555- 567 ,(2013) , 10.1080/17470919.2013.835279
Chengjun Liu, Learning the Uncorrelated, Independent, and Discriminating Color Spaces for Face Recognition IEEE Transactions on Information Forensics and Security. ,vol. 3, pp. 213- 222 ,(2008) , 10.1109/TIFS.2008.923824