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Most object detection methods operate by applying a binary classifier to sub-windows of an image, followed by a non-maximum suppression step where detections on overlapping sub-windows are removed.
Practical Methods of Optimization, Second Edition
R. Fletcher · 1987
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Approximate nearest neighbors: towards removing the curse of dimensionality
P. Indyk and R. Motwani · 1998
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Fast training of support vector machines using sequential minimal optimization
J. C. Platt · 1998
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Rapid object detection using a boosted cascade of simple features
P. Viola and M. Jones · 2001
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Detecting lameness using ‘re-sampling condensation’ and ‘multi-stream cyclic hidden markov models’
D. R. Magee and R. D. Boyle · 2002
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Hidden markov support vector machines
Y. Altun, I. Tsochantaridis, and T. Hofmann · 2003
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Histograms of oriented gradients for human detection
N. Dalal and B. Triggs · 2005
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Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
S. Lazebnik, C. Schmid, and J. Ponce · 2006
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Human detection via classification on reimannian manifolds
O. Tuzel, F. Porikli, and P. Meer · 2007
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Learning to localize objects with structured output regression
M. B. Blaschko and C. H. Lampert · 2008
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Segmentation of multiple partially occluded objects by grouping merging assigning part detection responses
B. Wu and R. Nevatia · 2008
Cited alongside, same era.
Training structural svms with kernels using sampled cuts
C. J. Yu and T. Joachims · 2008
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Boosting associated pairing comparison features for pedestrian detection
G. Duan, C. Huang, H. Ai, and S. Lao · 2009
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Cutting-plane training of structural svms
T. Joachims, T. Finley, and C. J. Yu · 2009
Cited alongside, same era.
Dlib-ml: A machine learning toolkit
D. E. King · 2009
Later among the works it cites.
Human detection using partial least squares analysis
W. R. Schwartz, A. Kembhavi, D. Harwood, and L. S. Davis · 2009
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High performance object detection by collaborative learning of joint ranking of granules features
C. Huang and R. Nevatia · 2010
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Fddb: A benchmark for face detection in unconstrained settings
V. Jain and E. Learned-Miller · 2010
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Bundle methods for regularized risk minimization
C. H. Teo, S. Vishwanthan, A. J. Smola, and Q. V. Le · 2010
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Robust face detection by simple means
M. Köstinger, P. Wohlhart, P. M. Roth, and H. Bischof · 2012
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Predicting structured objects with support vector machines
T. Joachims, T. Hofmann, Y. Yue, and C. J. Yu · 2009
Cited alongside, same era.
X. Zhu and D. Ramanan · 2012
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