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Face detection has witnessed significant progress due to the advances of deep convolutional neural networks (CNNs).
Robust real-time face detection
Paul A. Viola and Michael J. Jones · 2004
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On the design of cascades of boosted ensembles for face detection
S. Charles Brubaker, Jianxin Wu, Jie Sun, Matthew D. Mullin, and James M. Rehg · 2008
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Understanding the difficulty of training deep feedforward neural networks
Xavier Glorot and Yoshua Bengio · 2010
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Pedestrian detection: An evaluation of the state of the art
Piotr Dollar, Christian Wojek, Bernt Schiele, and Pietro Perona · 2012
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Face detection, pose estimation, and landmark localization in the wild
Xiangxin Zhu and Deva Ramanan · 2012
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Some improvements on deep convolutional neural network based image classification
Andrew G. Howard · 2013
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Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Face detection without bells and whistles
Markus Mathias, Rodrigo Benenson, Marco Pedersoli, and Luc J. Van Gool · 2014
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The fastest deformable part model for object detection
Junjie Yan, Zhen Lei, Longyin Wen, and Stan Z. Li · 2014
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Aggregate channel features for multi-view face detection
Bin Yang, Junjie Yan, Zhen Lei, and Stan Z. Li · 2014
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Edge boxes: Locating object proposals from edges
C. Lawrence Zitnick and Piotr Dollár · 2014
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Fast R-CNN
Ross B. Girshick · 2015
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A convolutional neural network cascade for face detection
Haoxiang Li, Zhe Lin, Xiaohui Shen, Jonathan Brandt, and Gang Hua · 2015
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Imagenet large scale visual recognition challenge
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael S. Bernstein, Alexander C. Berg, and Fei-Fei Li · 2015
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Recognize complex events from static images by fusing deep channels
Yuanjun Xiong, Kai Zhu, Dahua Lin, and Xiaoou Tang · 2015
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Fine-grained evaluation on face detection in the wild
Bin Yang, Junjie Yan, Zhen Lei, and Stan Z. Li · 2015
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From facial parts responses to face detection: A deep learning approach
Shuo Yang, Ping Luo, Chen Change Loy, and Xiaoou Tang · 2015
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A unified multi-scale deep convolutional neural network for fast object detection
Zhaowei Cai, Quanfu Fan, Rogério Schmidt Feris, and Nuno Vasconcelos · 2016
Earlier work this paper cites.
R-FCN: object detection via region-based fully convolutional networks
Jifeng Dai, Yi Li, Kaiming He, and Jian Sun · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Earlier work this paper cites.
A fast and accurate unconstrained face detector
Shengcai Liao, Anil K. Jain, and Stan Z. Li · 2016
Cited alongside, same era.
SSD: single shot multibox detector
Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott E. Reed, Cheng-Yang Fu, and Alexander C. Berg · 2016
Cited alongside, same era.
To boost or not to boost? on the limits of boosted trees for object detection
Eshed Ohn-Bar and Mohan M. Trivedi · 2016
Cited alongside, same era.
Joint training of cascaded CNN for face detection
Hongwei Qin, Junjie Yan, Xiu Li, and Xiaolin Hu · 2016
Cited alongside, same era.
WIDER FACE: A face detection benchmark
Shuo Yang, Ping Luo, Chen Change Loy, and Xiaoou Tang · 2016
Cited alongside, same era.
Unitbox: An advanced object detection network
Jiahui Yu, Yuning Jiang, Zhangyang Wang, Zhimin Cao, and Thomas S. Huang · 2016
Cited alongside, same era.
Feature agglomeration networks for single stage face detection
Jialiang Zhang, Xiongwei Wu, Jianke Zhu, and Steven C. H. Hoi · 2017
Later among the works it cites.
Detecting face with densely connected face proposal network
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, and Stan Z. Li · 2017
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Faceboxes: A CPU real-time face detector with high accuracy
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, and Stan Z. Li · 2017
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S 3 {}^{\mbox{3}} FD: Single shot scale-invariant face detector
Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, and Stan Z. Li · 2017
Later among the works it cites.
Finding tiny faces in the wild with generative adversarial network
Yancheng Bai, Yongqiang Zhang, Mingli Ding, and Bernard Ghanem · 2018
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Real-time rotation-invariant face detection with progressive calibration networks
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Joint face detection and alignment using multitask cascaded convolutional networks
Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li, and Yu Qiao · 2016
Cited alongside, same era.
CMS-RCNN: contextual multi-scale region-based CNN for unconstrained face detection
Chenchen Zhu, Yutong Zheng, Khoa Luu, and Marios Savvides · 2016
Cited alongside, same era.
Accurate, large minibatch SGD: training imagenet in 1 hour
Priya Goyal, Piotr Dollár, Ross B. Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, and Kaiming He · 2017
Cited alongside, same era.
Scale-aware face detection
Zekun Hao, Yu Liu, Hongwei Qin, Junjie Yan, Xiu Li, and Xiaolin Hu · 2017
Cited alongside, same era.
Finding tiny faces
Peiyun Hu and Deva Ramanan · 2017
Cited alongside, same era.
Feature pyramid networks for object detection
Tsung-Yi Lin, Piotr Dollár, Ross B. Girshick, Kaiming He, Bharath Hariharan, and Serge J. Belongie · 2017
Cited alongside, same era.
Xuepeng Shi, Shiguang Shan, Meina Kan, Shuzhe Wu, and Xilin Chen · 2018
Later among the works it cites.
Beyond trade-off: Accelerate fcn-based face detector with higher accuracy
Guanglu Song, Yu Liu, Ming Jiang, Yujie Wang, Junjie Yan, and Biao Leng · 2018
Later among the works it cites.
Pyramidbox: A context-assisted single shot face detector
Xu Tang, Daniel K Du, Zeqiang He, and Jingtuo Liu · 2018
Later among the works it cites.
Learning better features for face detection with feature fusion and segmentation supervision
Wanxin Tian, Zixuan Wang, Haifeng Shen, Weihong Deng, Binghui Chen, and Xiubao Zhang · 2018
Later among the works it cites.
Face detection using improved faster RCNN
Changzheng Zhang, Xiang Xu, and Dandan Tu · 2018
Later among the works it cites.
Single-shot refinement neural network for object detection
Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, and Stan Z. Li · 2018
Later among the works it cites.
Seeing small faces from robust anchor’s perspective
Chenchen Zhu, Ran Tao, Khoa Luu, and Marios Savvides · 2018
Later among the works it cites.
Selective refinement network for high performance face detection
Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Z. Li, and Xudong Zou · 2019
Closest in time.
DSFD: dual shot face detector
Jian Li, Yabiao Wang, Changan Wang, Ying Tai, Jianjun Qian, Jian Yang, Chengjie Wang, Ji-Lin Li, and Feiyue Huang · 2019
Closest in time.
Pyramidbox++: High performance detector for finding tiny face
Zhihang Li, Xu Tang, Junyu Han, Jingtuo Liu, and Ran He · 2019
Closest in time.
Generalized intersection over union: A metric and a loss for bounding box regression
Hamid Rezatofighi, Nathan Tsoi, JunYoung Gwak, Amir Sadeghian, Ian Reid, and Silvio Savarese · 2019
Closest in time.
Single-shot scale-aware network for real-time face detection
Shifeng Zhang, Longyin Wen, Hailin Shi, Zhen Lei, Siwei Lyu, and Stan Z Li · 2019
Closest in time.
Improved selective refinement network for face detection
Shifeng Zhang, Rui Zhu, Xiaobo Wang, Hailin Shi, Tianyu Fu, Shuo Wang, Tao Mei, and Stan Z. Li · 2019
Closest in time.
Robust and high performance face detector
Yundong Zhang, Xiang Xu, and Xiaotao Liu · 2019
Closest in time.