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Object detectors have hugely profited from moving towards an end-to-end learning paradigm: proposals, features, and the classifier becoming one neural network improved results two-fold on general object detection.
Detection and localization of faces on digital images
G. Burel and D. Carel · 1994
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Robust real-time face detection
P. Viola and M. Jones · 2004
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Histograms of oriented gradients for human detection
N. Dalal and B. Triggs · 2005
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Robust object detection with interleaved categorization and segmentation
B. Leibe, A. Leonardis, and B. Schiele · 2008
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Sliding-windows for rapid object class localization: A parallel technique
C. Wojek, G. Dorkó, A. Schulz, and B. Schiele · 2008
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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. Felzenszwalb, R. Girshick, D. McAllester, and D. Ramanan · 2010
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Pets2010: Dataset and challenge
J. Ferryman and A. Ellis · 2010
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Auto-context and its application to high-level vision tasks and 3d brain image segmentation
Z. Tu and X. Bai · 2010
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Density-aware person detection and tracking in crowds
M. Rodriguez, I. Laptev, J. Sivic, and J.-Y. Audibert · 2011
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Recognition using visual phrases
M. A. Sadeghi and A. Farhadi · 2011
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On detection of multiple object instances using hough transforms
O. Barinova, V. Lempitsky, and P. Kholi · 2012
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Evolutionary hough games for coherent object detection
P. Kontschieder, S. Rota Bulò, M. Donoser, M. Pelillo, and H. Bischof · 2012
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Detection and tracking of occluded people
S. Tang, M. Andriluka, and B. Schiele · 2012
Cited alongside, same era.
Detecting partially occluded objects with an implicit shape model random field
P. Wohlhart, M. Donoser, P. M. Roth, and H. Bischof · 2012
Cited alongside, same era.
Describing the scene as a whole: Joint object detection, scene classification and semantic segmentation
J. Yao, S. Fidler, and R. Urtasun · 2012
Cited alongside, same era.
Detection evolution with multi-order contextual co-occurrence
G. Chen, Y. Ding, J. Xiao, and T. X. Han · 2013
Cited alongside, same era.
Single-pedestrian detection aided by multi-pedestrian detection
W. Ouyang and X. Wang · 2013
Cited alongside, same era.
Learning people detectors for tracking in crowded scenes
S. Tang, M. Andriluka, A. Milan, K. Schindler, S. Roth, and B. Schiele · 2013
Faster R-CNN: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2015
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Subgraph decomposition for multi-target tracking
S. Tang, B. Andres, M. Andriluka, and B. Schiele · 2015
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Object localization in imagenet by looking out of the window
A. Vezhnevets and V. Ferrari · 2015
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End-to-end integration of a convolutional network, deformable parts model and non-maximum suppression
L. Wan, D. Eigen, and R. Fergus · 2015
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Object detection by labeling superpixels
J. Yan, Y. Yu, X. Zhu, Z. Lei, and S. Z. Li · 2015
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Identity mappings in deep residual networks
K. He, X. Zhang, S. Ren, and J. Sun · 2016
Later among the works it cites.
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Cited alongside, same era.
Rich feature hierarchies for accurate object detection and semantic segmentation
R. Girshick, J. Donahue, T. Darrell, and J. Malik · 2014
Cited alongside, same era.
Non-maximum suppression for object detection by passing messages between windows
R. Rothe, M. Guillaumin, and L. Van Gool · 2014
Cited alongside, same era.
Overfeat: Integrated recognition, localization and detection using convolutional networks
P. Sermanet, D. Eigen, X. Zhang, M. Mathieu, R. Fergus, and Y. LeCun · 2014
Cited alongside, same era.
Convolutional feature masking for joint object and stuff segmentation
J. Dai, K. He, and J. Sun · 2015
Cited alongside, same era.
Fast R-CNN
R. Girshick · 2015
Cited alongside, same era.
Spatial semantic regularisation for large scale object detection
D. Mrowca, M. Rohrbach, J. Hoffman, R. Hu, K. Saenko, and T. Darrell · 2015
Cited alongside, same era.
End-to-end training of object class detectors for mean average precision
P. Henderson and V. Ferrari · 2016
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A convnet for non-maximum suppression
J. Hosang, R. Benenson, and B. Schiele · 2016
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Ssd: Single shot multibox detector
W. Liu, D. Anguelov, D. Erhan, C. Szegedy, and S. Reed · 2016
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Learning convolutional neural networks for graphs
M. Niepert, M. Ahmed, and K. Kutzkov · 2016
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You only look once: Unified, real-time object detection
J. Redmon, S. Divvala, R. Girshick, and A. Farhadi · 2016
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End-to-end people detection in crowded scenes
R. Stewart and M. Andriluka · 2016
Later among the works it cites.