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A long standing problem in visual object categorization is the ability of algorithms to generalize across different testing conditions.
Gradient-based learning applied to document recognition
Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner · 1998
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Explicit invariance during feature extraction
S. Rifai, P. Vincent, X. Muller, X. Glorot, and Y. B. C. Auto-Encoders · 2011
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Undoing the damage of dataset bias
A. Khosla, T. Zhou, T. Malisiewicz, A. A. Efros, and A. Torralba · 2012
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Beyond dataset bias: Multi-task unaligned shared knowledge transfer
T. Tommasi, N. Quadrianto, B. Caputo, and C. H. Lampert · 2012
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Domain generalization via invariant feature representation
K. Muandet, D. Balduzzi, and B. Schölkopf · 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 · 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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Exploiting low-rank structure from latent domains for domain generalization
Z. Xu, W. Li, L. Niu, and D. Xu · 2014
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Unsupervised domain adaptation by backpropagation
Y. Ganin and V. Lempitsky · 2015
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Domain generalization for object recognition with multi-task autoencoders
M. Ghifary, W. Bastiaan Kleijn, M. Zhang, and D. Balduzzi · 2015
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Autodial: Automatic domain alignment layers
F. M. Carlucci, L. Porzi, B. Caputo, E. Ricci, and S. R. Bulò · 2017
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Domain adaptation in computer vision applications
G. Csurka · 2017
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Multi-domain transfer component analysis for domain generalization
T. Grubinger, A. Birlutiu, H. Schöner, T. Natschläger, and T. Heskes · 2017
Domain generalization and adaptation using low rank exemplar svms
W. Li, Z. Xu, D. Xu, D. Dai, and L. Van Gool · 2017
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Unified deep supervised domain adaptation and generalization
S. Motiian, M. Piccirilli, D. A. Adjeroh, and G. Doretto · 2017
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Learning to generalize: Meta-learning for domain generalization
D. Li, Y. Yang, Y.-Z. Song, and T. M. Hospedales · 2018
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Robust place categorization with deep domain generalization
M. Mancini, S. R. Bulò, B. Caputo, and E. Ricci · 2018
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Boosting domain adaptation by discovering latent domains
M. Mancini, L. Porzi, S. Rota Bulò, B. Caputo, and E. Ricci · 2018
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Deep cocktail network: Multi-source unsupervised domain adaptation with category shift
R. Xu, Z. Chen, W. Zuo, J. Yan, and L. Lin · 2018
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Deeper, broader and artier domain generalization
D. Li, Y. Yang, Y.-Z. Song, and T. M. Hospedales · 2017
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