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In this work, we present an unconstrained face verification algorithm and evaluate it on the recently released IJB-A dataset that aims to push the boundaries of face verification methods.
“Distance metric learning for large margin nearest neighbor classification,”
Kilian Q Weinberger, John Blitzer, and Lawrence K Saul, · 2005
Earlier work this paper cites.
“Labeled faces in the wild: A database for studying face recognition in unconstrained environments,”
Gary B. Huang, Manu Ramesh, Tamara Berg, and Erik Learned-Miller, · 2007
Earlier work this paper cites.
“Imagenet classification with deep convolutional neural networks,”
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton, · 2012
Earlier work this paper cites.
“Fisher Vector Faces in the Wild,”
K. Simonyan, O. M. Parkhi, A. Vedaldi, and A. Zisserman, · 2013
Earlier work this paper cites.
“Deepface: Closing the gap to human-level performance in face verification,”
Yaniv Taigman, Ming Yang, Marc’Aurelio Ranzato, and Lars Wolf, · 2014
Earlier work this paper cites.
“Learning face representation from scratch,”
Dong Yi, Zhen Lei, Shengcai Liao, and Stan Z Li, · 2014
Earlier work this paper cites.
“How transferable are features in deep neural networks?,”
Jason Yosinski, Jeff Clune, Yoshua Bengio, and Hod Lipson, · 2014
Cited alongside, same era.
“Pushing the frontiers of unconstrained face detection and recognition: Iarpa janus benchmark a,”
Brendan F Klare, Emma Taborsky, Austin Blanton, Jordan Cheney, Kristen Allen, Patrick Grother, Alan Mah, Mark Burge, and Anil K Jain, · 2015
Cited alongside, same era.
“Unconstrained face verification using fisher vectors computed from frontalized faces,”
Jun-Cheng Chen, Swami Sankaranarayanan, Vishal M Patel, and Rama Chellappa, · 2015
Cited alongside, same era.
“Facenet: A unified embedding for face recognition and clustering,”
Florian Schroff, Dmitry Kalenichenko, and James Philbin, · 2015
Cited alongside, same era.
“An end-to-end system for unconstrained face verification with deep convolutional neural networks,”
Jun-Cheng Chen, Rajeev Ranjan, Amit Kumar, Ching-Hui Chen, Vishal Patel, and Rama Chellappa, · 2015
“Face search at scale: 80 million gallery,”
Dayong Wang, Charles Otto, and Anil K Jain, · 2015
Later among the works it cites.
“Deep face recognition,”
Omkar M Parkhi, Andrea Vedaldi, and Andrew Zisserman, · 2015
Later among the works it cites.
“Unconstrained face verification using deep cnn features,”
Jun-Cheng Chen, Vishal M Patel, and Rama Chellappa, · 2015
Later among the works it cites.
“Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,”
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun, · 2015
Later among the works it cites.
“Learning transferable features with deep adaptation networks,”
Mingsheng Long and Jianmin Wang, · 2015
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Cited alongside, same era.
Later among the works it cites.