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We solve the problem of salient object detection by investigating how to expand the role of pooling in convolutional neural networks.
A model of saliency-based visual attention for rapid scene analysis
Laurent Itti, Christof Koch, and Ernst Niebur · 1998
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Repfinder: finding approximately repeated scene elements for image editing
Ming-Ming Cheng, Fang-Lue Zhang, Niloy J Mitra, Xiaolei Huang, and Shi-Min Hu · 2010
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Design and perceptual validation of performance measures for salient object segmentation
Vida Movahedi and James H Elder · 2010
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Contour detection and hierarchical image segmentation
Pablo Arbelaez, Michael Maire, Charless Fowlkes, and Jitendra Malik · 2011
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Center-surround divergence of feature statistics for salient object detection
Dominik A Klein and Simone Frintrop · 2011
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Learning to detect a salient object
Tie Liu, Zejian Yuan, Jian Sun, Jingdong Wang, Nanning Zheng, Xiaoou Tang, and Heung-Yeung Shum · 2011
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Exploiting local and global patch rarities for saliency detection
Ali Borji and Laurent Itti · 2012
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Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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Saliency filters: Contrast based filtering for salient region detection
Federico Perazzi, Philipp Krähenbühl, Yael Pritch, and Alexander Hornung · 2012
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Salient object detection: A discriminative regional feature integration approach
Huaizu Jiang, Jingdong Wang, Zejian Yuan, Yang Wu, Nanning Zheng, and Shipeng Li · 2013
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Saliency detection via dense and sparse reconstruction
Xiaohui Li, Huchuan Lu, Lihe Zhang, Xiang Ruan, and Ming-Hsuan Yang · 2013
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Hierarchical saliency detection
Qiong Yan, Li Xu, Jianping Shi, and Jiaya Jia · 2013
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Saliency detection via graph-based manifold ranking
Chuan Yang, Lihe Zhang, Huchuan Lu, Xiang Ruan, and Ming-Hsuan Yang · 2013
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The secrets of salient object segmentation
Yin Li, Xiaodi Hou, Christof Koch, James M Rehg, and Alan L Yuille · 2014
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The role of context for object detection and semantic segmentation in the wild
Roozbeh Mottaghi, Xianjie Chen, Xiaobai Liu, Nam-Gyu Cho, Seong-Whan Lee, Sanja Fidler, Raquel Urtasun, and Alan Yuille · 2014
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Global contrast based salient region detection
Ming Cheng, Niloy J Mitra, Xumin Huang, Philip HS Torr, and Song Hu · 2015
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Online tracking by learning discriminative saliency map with convolutional neural network
Seunghoon Hong, Tackgeun You, Suha Kwak, and Bohyung Han · 2015
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2015
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Pushing the boundaries of boundary detection using deep learning
Iasonas Kokkinos · 2015
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Visual saliency based on multiscale deep features
Guanbin Li and Yizhou Yu · 2015
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Fully convolutional networks for semantic segmentation
Jonathan Long, Evan Shelhamer, and Trevor Darrell · 2015
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Very deep convolutional networks for large-scale image recognition
Karen Simonyan and Andrew Zisserman · 2015
Instance-level salient object segmentation
Guanbin Li, Yuan Xie, Liang Lin, and Yizhou Yu · 2017
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Feature pyramid networks for object detection
Tsung-Yi Lin, Piotr Dollár, Ross B Girshick, Kaiming He, Bharath Hariharan, and Serge J Belongie · 2017
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Richer convolutional features for edge detection
Yun Liu, Ming-Ming Cheng, Xiaowei Hu, Kai Wang, and Xiang Bai · 2017
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Non-local deep features for salient object detection
Zhiming Luo, Akshaya Kumar Mishra, Andrew Achkar, Justin A Eichel, Shaozi Li, and Pierre-Marc Jodoin · 2017
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Learning to detect salient objects with image-level supervision
Lijun Wang, Huchuan Lu, Yifan Wang, Mengyang Feng, Dong Wang, Baocai Yin, and Xiang Ruan · 2017
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A stagewise refinement model for detecting salient objects in images
Tiantian Wang, Ali Borji, Lihe Zhang, Pingping Zhang, and Huchuan Lu · 2017
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Deep networks for saliency detection via local estimation and global search
Lijun Wang, Huchuan Lu, Xiang Ruan, and Ming-Hsuan Yang · 2015
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Holistically-nested edge detection
Saining Xie and Zhuowen Tu · 2015
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Saliency detection by multi-context deep learning
Rui Zhao, Wanli Ouyang, Hongsheng Li, and Xiaogang Wang · 2015
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Object detectors emerge in deep scene cnns
Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, and Antonio Torralba · 2015
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Environment exploration for object-based visual saliency learning
Celine Craye, David Filliat, and Jean-François Goudou · 2016
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Deep saliency with encoded low level distance map and high level features
Lee Gayoung, Tai Yu-Wing, and Kim Junmo · 2016
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Amulet: Aggregating multi-level convolutional features for salient object detection
Pingping Zhang, Dong Wang, Huchuan Lu, Hongyu Wang, and Xiang Ruan · 2017
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Learning uncertain convolutional features for accurate saliency detection
Pingping Zhang, Dong Wang, Huchuan Lu, Hongyu Wang, and Baocai Yin · 2017
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Pyramid scene parsing network
Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, and Jiaya Jia · 2017
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Qibin Hou, Jiang-Jiang Liu, Ming-Ming Cheng, Ali Borji, and Philip HS Torr · 2018
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Picanet: Learning pixel-wise contextual attention for saliency detection
Nian Liu, Junwei Han, and Ming-Hsuan Yang · 2018
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Detect globally, refine locally: A novel approach to saliency detection
Tiantian Wang, Lihe Zhang, Shuo Wang, Huchuan Lu, Gang Yang, Xiang Ruan, and Ali Borji · 2018
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Deep salient object detection with dense connections and distraction diagnosis
Huaxin Xiao, Jiashi Feng, Yunchao Wei, Maojun Zhang, and Shuicheng Yan · 2018
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A bi-directional message passing model for salient object detection
Lu Zhang, Ju Dai, Huchuan Lu, You He, and Gang Wang · 2018
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Progressive attention guided recurrent network for salient object detection
Xiaoning Zhang, Tiantian Wang, Jinqing Qi, Huchuan Lu, and Gang Wang · 2018
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Deeply supervised salient object detection with short connections
Qibin Hou, Ming-Ming Cheng, Xiaowei Hu, Ali Borji, Zhuowen Tu, and Philip Torr · 2019
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