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We propose a method for inferring human attributes (such as gender, hair style, clothes style, expression, action) from images of people under large variation of viewpoint, pose, appearance, articulation and occlusion.
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Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
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Unsupervised learning of invariant feature hierarchies with applications to object recognition
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Poselets: Body Part Detectors Trained Using 3D Human Pose Annotations
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Describing Objects by their Attributes
A. Farhadi, I. Endres, D. Hoiem, and D. Forsyth · 2009
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What is the best multi-stage architecture for object recognition?
K. Jarrett, K. Kavukcuoglu, M. Ranzato, and Y. LeCun · 2009
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Attribute and simile classifiers for face verification
N. Kumar, A. C. Berg, P. N. Belhumeur, and S. K. Nayar · 2009
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Learning to Detect Unseen Object Classes by Between-Class Attribute Transfer
C. H. Lampert, H. Nickisch, and S. Harmeling · 2009
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Automatic attribute discovery and characterization from noisy web data
T. L. Berg, A. C. Berg, and J. Shih · 2010
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Detecting People Using Mutually Consistent Poselet Activations
L. Bourdev, S. Maji, T. Brox, and J. Malik · 2010
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Object detection with discriminatively trained part based models
P. F. Felzenszwalb, R. B. Girshick, D. McAllester, and D. Ramanan · 2010
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Describing people: A poselet-based approach to attribute classification
L. Bourdev, S. Maji, and J. Malik · 2011
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Birdlets: Subordinate Categorization using Volumetric Primitives and Pose-normalized Appearance
R. Farrell, O. Oza, N. Zhang, V. I. Morariu, T. Darrell, and L. S. Davis · 2011
Deep attribute networks
J. Chung, D. Lee, Y. Seo, and C. D. Yoo · 2012
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Discovering Localized Attributes for Fine-grained Recognition
K. Duan, D. Parkh, D. Crandall, and K. Grauman · 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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Building high-level features using large scale unsupervised learning
Q. V. Le, M. Ranzato, R. Monga, M. Devin, K. Chen, G. S. Corrado, J. Dean, and A. Y. Ng · 2012
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Pose pooling kernels for sub-category recognition
N. Zhang, R. Farrell, and T. Darrell · 2012
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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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Stochastic Gradient Descent Tricks
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