Towards context-aware face recognition
作者： Marc Davis , Michael Smith , John Canny , Nathan Good , Simon King
关键词:
摘要: In this paper, we focus on the use of context-aware, collaborative filtering, machine-learning techniques that leverage automatically sensed and inferred contextual metadata together with computer vision analysis image content to make accurate predictions about human subjects depicted in cameraphone photos. We apply Sparse-Factor Analysis (SFA) both gathered MMM2 system results PCA (Principal Components Analysis) photo achieve a 60% face recognition accuracy people our photos, which is 40% better than media alone. short, context-aware solve problem for
acm.org
core.ac.uk
berkeley.edu
researchgate.net 参考文章(9)
Benjamin B. Bederson, Bongwon Suh, Semi-Automatic Image Annotation Using Event and Torso Identification ,(2004)
Nancy Van House, Marc Davis, Morgan Ames, Megan Finn, Vijay Viswanathan, The uses of personal networked digital imaging CHI '05 extended abstracts on Human factors in computing systems - CHI '05. pp. 1853- 1856 ,(2005) , 10.1145/1056808.1057039
Marc Davis, Matthew Rothenberg, Nancy Van House, Jeffrey Towle, Simon King, Shane Ahern, Carrie Burgener, Dan Perkel, Megan Finn, Vijay Viswanathan, MMM2 CHI '05 extended abstracts on Human factors in computing systems - CHI '05. pp. 1335- 1338 ,(2005) , 10.1145/1056808.1056910
John Canny, Collaborative filtering with privacy via factor analysis Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '02. pp. 238- 245 ,(2002) , 10.1145/564376.564419
Marc Davis, Simon King, Nathan Good, Risto Sarvas, From context to content: leveraging context to infer media metadata acm multimedia. pp. 188- 195 ,(2004) , 10.1145/1027527.1027572
Mor Naaman, Ron B. Yeh, Hector Garcia-Molina, Andreas Paepcke, Leveraging context to resolve identity in photo albums acm/ieee joint conference on digital libraries. pp. 178- 187 ,(2005) , 10.1145/1065385.1065430
A.W.M. Smeulders, M. Worring, S. Santini, A. Gupta, R. Jain, Content-based image retrieval at the end of the early years IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 1349- 1380 ,(2000) , 10.1109/34.895972
P.J. Phillips, P.J. Flynn, T. Scruggs, K.W. Bowyer, J. Chang, K. Hoffman, J. Marques, J. Min, W. Worek, Overview of the face recognition grand challenge computer vision and pattern recognition. ,vol. 1, pp. 947- 954 ,(2005) , 10.1109/CVPR.2005.268
N. Dimitrova, Context and memory in multimedia content analysis IEEE MultiMedia. ,vol. 11, pp. 7- 11 ,(2004) , 10.1109/MMUL.2004.6