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Existing state-of-the-art saliency detection methods heavily rely on CNN-based architectures.
Gradient-based learning applied to document recognition
Yann LeCun, Léon Bottou, Yoshua Bengio, and Patrick Haffner · 1998
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Visual attention detection in video sequences using spatiotemporal cues
Yun Zhai and Mubarak Shah · 2006
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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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Context-aware saliency detection
Stas Goferman, Lihi Zelnik-Manor, and Ayellet Tal · 2011
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Exploiting local and global patch rarities for saliency detection
Ali Borji and Laurent Itti · 2012
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Leveraging stereopsis for saliency analysis
Yuzhen Niu, Yujie Geng, Xueqing Li, and Feng Liu · 2012
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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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Global contrast based salient region detection
Ming-Ming Cheng, Niloy J Mitra, Xiaolei Huang, Philip HS Torr, and Shi-Min Hu · 2014
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Depth enhanced saliency detection method
Yupeng Cheng, Huazhu Fu, Xingxing Wei, Jiangjian Xiao, and Xiaochun Cao · 2014
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Depth saliency based on anisotropic center-surround difference
Ran Ju, Ling Ge, Wenjing Geng, Tongwei Ren, and Gangshan Wu · 2014
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Saliency detection on light field
Nianyi Li, Jinwei Ye, Yu Ji, Haibin Ling, and Jingyi Yu · 2014
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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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Rgbd salient object detection: A benchmark and algorithms
Houwen Peng, Bing Li, Weihua Xiong, Weiming Hu, and Rongrong Ji · 2014
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Devnet: A deep event network for multimedia event detection and evidence recounting
Chuang Gan, Naiyan Wang, Yi Yang, Dit-Yan Yeung, and Alex G Hauptmann · 2015
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Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba · 2015
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Visual saliency based on multiscale deep features
Guanbin Li and Yizhou Yu · 2015
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Learning deconvolution network for semantic segmentation
Hyeonwoo Noh, Seunghoon Hong, and Bohyung Han · 2015
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Exploiting global priors for rgb-d saliency detection
Jianqiang Ren, Xiaojin Gong, Lu Yu, Wenhui Zhou, and Michael Ying Yang · 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
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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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Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Dhsnet: Deep hierarchical saliency network for salient object detection
Nian Liu and Junwei Han · 2016
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Distinct class-specific saliency maps for weakly supervised semantic segmentation
Wataru Shimoda and Keiji Yanai · 2016
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Structure-measure: A new way to evaluate foreground maps
Deng-Ping Fan, Ming-Ming Cheng, Yun Liu, Tao Li, and Ali Borji · 2017
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Cnns-based rgb-d saliency detection via cross-view transfer and multiview fusion
Junwei Han, Hao Chen, Nian Liu, Chenggang Yan, and Xuelong Li · 2017
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Non-local deep features for salient object detection
Zhiming Luo, Akshaya Mishra, Andrew Achkar, Justin Eichel, Shaozi Li, and Pierre-Marc Jodoin · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 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
Cited alongside, same era.
A stagewise refinement model for detecting salient objects in images
Tiantian Wang, Ali Borji, Lihe Zhang, Pingping Zhang, and Huchuan Lu · 2017
Cited alongside, same era.
A three-pathway psychobiological framework of salient object detection using stereoscopic technology
Chunbiao Zhu and Ge Li · 2017
Cited alongside, same era.
Progressively complementarity-aware fusion network for rgb-d salient object detection
Hao Chen and Youfu Li · 2018
Cited alongside, same era.
R3net: Recurrent residual refinement network for saliency detection
Zijun Deng, Xiaowei Hu, Lei Zhu, Xuemiao Xu, Jing Qin, Guoqiang Han, and Pheng-Ann Heng · 2018
Cited alongside, same era.
Enhanced-alignment Measure for Binary Foreground Map Evaluation
Bbs-net: Rgb-d salient object detection with a bifurcated backbone strategy network
Deng-Ping Fan, Yingjie Zhai, Ali Borji, Jufeng Yang, and Ling Shao · 2020
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Jl-dcf: Joint learning and densely-cooperative fusion framework for rgb-d salient object detection
Keren Fu, Deng-Ping Fan, Ge-Peng Ji, and Qijun Zhao · 2020
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Highly efficient salient object detection with 100k parameters
Shang-Hua Gao, Yong-Qiang Tan, Ming-Ming Cheng, Chengze Lu, Yunpeng Chen, and Shuicheng Yan · 2020
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Accurate rgb-d salient object detection via collaborative learning
Wei Ji, Jingjing Li, Miao Zhang, Yongri Piao, and Huchuan Lu · 2020
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Rgb-d salient object detection with cross-modality modulation and selection
Chongyi Li, Runmin Cong, Yongri Piao, Qianqian Xu, and Chen Change Loy · 2020
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Deng-Ping Fan, Cheng Gong, Yang Cao, Bo Ren, Ming-Ming Cheng, and Ali Borji · 2018
Cited alongside, same era.
Deeply supervised salient object detection with short connections
Q Hou, MM Cheng, X Hu, A Borji, Z Tu, and PHS Torr · 2018
Cited alongside, same era.
Picanet: Learning pixel-wise contextual attention for saliency detection
Nian Liu, Junwei Han, and Ming-Hsuan Yang · 2018
Cited alongside, same era.
Salient object detection with recurrent fully convolutional networks
Linzhao Wang, Lijun Wang, Huchuan Lu, Pingping Zhang, and Xiang Ruan · 2018
Cited alongside, same era.
Salient object detection driven by fixation prediction
Wenguan Wang, Jianbing Shen, Xingping Dong, and Ali Borji · 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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Three-stream attention-aware network for rgb-d salient object detection
Hao Chen and Youfu Li · 2019
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Icnet: Information conversion network for rgb-d based salient object detection
Gongyang Li, Zhi Liu, and Haibin Ling · 2020
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Cross-modal weighting network for rgb-d salient object detection
Gongyang Li, Zhi Liu, Linwei Ye, Yang Wang, and Haibin Ling · 2020
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Learning selective self-mutual attention for rgb-d saliency detection
Nian Liu, Ni Zhang, and Junwei Han · 2020
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Learning selective mutual attention and contrast for rgb-d saliency detection
Nian Liu, Ni Zhang, Ling Shao, and Junwei Han · 2020
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Cascade graph neural networks for rgb-d salient object detection
Ao Luo, Xin Li, Fan Yang, Zhicheng Jiao, Hong Cheng, and Siwei Lyu · 2020
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Hierarchical dynamic filtering network for rgb-d salient object detection
Youwei Pang, Lihe Zhang, Xiaoqi Zhao, and Huchuan Lu · 2020
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Multi-scale interactive network for salient object detection
Youwei Pang, Xiaoqi Zhao, Lihe Zhang, and Huchuan Lu · 2020
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A2dele: Adaptive and attentive depth distiller for efficient rgb-d salient object detection
Yongri Piao, Zhengkun Rong, Miao Zhang, Weisong Ren, and Huchuan Lu · 2020
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Label decoupling framework for salient object detection
Jun Wei, Shuhui Wang, Zhe Wu, Chi Su, Qingming Huang, and Qi Tian · 2020
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Uc-net: Uncertainty inspired rgb-d saliency detection via conditional variational autoencoders
Jing Zhang, Deng-Ping Fan, Yuchao Dai, Saeed Anwar, Fatemeh Sadat Saleh, Tong Zhang, and Nick Barnes · 2020
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Asymmetric two-stream architecture for accurate rgb-d saliency detection
Miao Zhang, Sun Xiao Fei, Jie Liu, Shuang Xu, Yongri Piao, and Huchuan Lu · 2020
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Select, supplement and focus for rgb-d saliency detection
Miao Zhang, Weisong Ren, Yongri Piao, Zhengkun Rong, and Huchuan Lu · 2020
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Suppress and balance: A simple gated network for salient object detection
Xiaoqi Zhao, Youwei Pang, Lihe Zhang, Huchuan Lu, and Lei Zhang · 2020
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A single stream network for robust and real-time rgb-d salient object detection
Xiaoqi Zhao, Lihe Zhang, Youwei Pang, Huchuan Lu, and Lei Zhang · 2020
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Interactive two-stream decoder for accurate and fast saliency detection
Huajun Zhou, Xiaohua Xie, Jian-Huang Lai, Zixuan Chen, and Lingxiao Yang · 2020
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Deformable detr: Deformable transformers for end-to-end object detection
Xizhou Zhu, Weijie Su, Lewei Lu, Bin Li, Xiaogang Wang, and Jifeng Dai · 2020
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End-to-end lane shape prediction with transformers
Ruijin Liu, Zejian Yuan, Tie Liu, and Zhiliang Xiong · 2021
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Training data-efficient image transformers & distillation through attention
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Max-deeplab: End-to-end panoptic segmentation with mask transformers
Huiyu Wang, Yukun Zhu, Hartwig Adam, Alan Yuille, and Liang-Chieh Chen · 2021
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Salient object detection in the deep learning era: An in-depth survey
Wenguan Wang, Qiuxia Lai, Huazhu Fu, Jianbing Shen, and Haibin Ling · 2021
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Pyramid vision transformer: A versatile backbone for dense prediction without convolutions
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Rethinking semantic segmentation from a sequence-to-sequence perspective with transformers
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Rgb-d salient object detection: A survey
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Specificity-preserving rgb-d saliency detection
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