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In this paper, we present an algorithm for unconstrained face verification based on deep convolutional features and evaluate it on the newly released IARPA Janus Benchmark A (IJB-A) dataset.
Face recognition: A literature survey
W. Y. Zhao, R. Chellappa, P. J. Phillips, and A. Rosenfeld · 2003
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Robust real-time face detection
P. Viola and M. J. Jones · 2004
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Distance metric learning for large margin nearest neighbor classification
K. Q. Weinberger, J. Blitzer, and L. K. Saul · 2005
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Face description with local binary patterns: Application to face recognition
T. Ahonen, A. Hadid, and M. Pietikainen · 2006
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Information-theoretic metric learning
J. V. Davis, B. Kulis, P. Jain, S. Sra, and I. S. Dhillon · 2007
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Histogram of Gabor phase patterns (hgpp): a novel object representation approach for face recognition
B. C. Zhang, S. G. Shan, X. L. Chen, and W. Gao · 2007
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Multiple one-shots for utilizing class label information
Y. Taigman, L. Wolf, and T. Hassner · 2009
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Fusing local patterns of gabor magnitude and phase for face recognition
S. Xie, S. G. Shan, X. L. Chen, and J. Chen · 2010
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Bayesian face revisited: A joint formulation
D. Chen, X. D. Cao, L. W. Wang, F. Wen, and J. Sun · 2012
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Dictionary-based face recognition from video
Y.-C. Chen, V. M. Patel, P. J. Phillips, and R. Chellappa · 2012
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Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. E. Hinton · 2012
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Dictionary-based face recognition under variable lighting and pose
V. M. Patel, T. Wu, S. Biswas, P. J. Phillips, and R. Chellappa · 2012
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Robust discriminative response map fitting with constrained local models
A. Asthana, S. Zafeiriou, S. Y. Cheng, and M. Pantic · 2013
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A practical transfer learning algorithm for face verification
X. D. Cao, D. Wipf, F. Wen, G. Q. Duan, and J. Sun · 2013
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Blessing of dimensionality: High-dimensional feature and its efficient compression for face verification
D. Chen, X. D. Cao, F. Wen, and J. Sun · 2013
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Decaf: A deep convolutional activation feature for generic visual recognition
J. Donahue, Y. Jia, O. Vinyals, J. Hoffman, N. Zhang, E. Tzeng, and T. Darrell · 2013
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Fisher vector faces in the wild
K. Simonyan, O. M. Parkhi, A. Vedaldi, and A. Zisserman · 2013
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Incremental face alignment in the wild
A. Asthana, S. Zafeiriou, S. Y. Cheng, and M. Pantic · 2014
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Adaptive representations for video-based face recognition across pose
Y.-C. Chen, V. M. Patel, R. Chellappa, and P. J. Phillips · 2014
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Rich feature hierarchies for accurate object detection and semantic segmentation
Going deeper with convolutions
C. Szegedy, W. Liu, Y. Jia, P. Sermanet, S. Reed, D. Anguelov, D. Erhan, V. Vanhoucke, and A. Rabinovich · 2014
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Deepface: Closing the gap to human-level performance in face verification
Y. Taigman, M. Yang, M. A. Ranzato, and L. Wolf · 2014
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Learning face representation from scratch
D. Yi, Z. Lei, S. Liao, and S. Z. Li · 2014
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Landmark-based fisher vector representation for video-based face verification
J.-C. Chen, V. M. Patel, and R. Chellappa · 2015
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Unconstrained face verification using deep cnn features
J.-C. Chen, V. M. Patel, and R. Chellappa · 2015
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R. Girshick, J. Donahue, T. Darrell, and J. Malik · 2014
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Face recognition vendor test(frvt): Performance of face identification algorithms
P. Grother and M. Ngan · 2014
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Discriminative deep metric learning for face verification in the wild
J. Hu, J. Lu, and Y.-P. Tan · 2014
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Caffe: Convolutional architecture for fast feature embedding
Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick, S. Guadarrama, and T. Darrell · 2014
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A compact and discriminative face track descriptor
O. M. Parkhi, K. Simonyan, A. Vedaldi, and A. Zisserman · 2014
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Very deep convolutional networks for large-scale image recognition
K. Simonyan and A. Zisserman · 2014
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Deep learning face representation by joint identification-verification
Y. Sun, Y. Chen, X. Wang, and X. Tang · 2014
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Unconstrained face verification using fisher vectors computed from frontalized faces
J.-C. Chen, S. Sankaranarayanan, V. M. Patel, and R. Chellappa · 2015
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Delving deep into rectifiers: Surpassing human-level performance on imagenet classification
K. He, X. Zhang, S. Ren, and J. Sun · 2015
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Projection metric learning on Grassmann manifold with application to video based face recognition
Z. Huang, R. Wang, S. Shan, and X. Chen · 2015
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Pushing the frontiers of unconstrained face detection and recognition: IARPA Janus Benchmark A
B. F. Klare, B. Klein, E. Taborsky, A. Blanton, J. Cheney, K. Allen, P. Grother, A. Mah, M. Burge, and A. K. Jain · 2015
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Joint feature learning for face recognition
J. Lu, V. E. Liong, G. Wang, and P. Moulin · 2015
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Facenet: A unified embedding for face recognition and clustering
F. Schroff, D. Kalenichenko, and J. Philbin · 2015
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Deepid3: Face recognition with very deep neural networks
Y. Sun, D. Liang, X. Wang, and X. Tang · 2015
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Face search at scale: 80 million gallery
D. Wang, C. Otto, and A. K. Jain · 2015
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