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Existing state-of-the-art salient object detection networks rely on aggregating multi-level features of pre-trained convolutional neural networks (CNNs).
A model of saliency-based visual attention for rapid scene analysis
L. Itti, C. Koch, and E. Niebur · 1998
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Learning to detect a salient object
T. Liu, J. Sun, N.-N. Zheng, X. Tang, and H.-Y. Shum · 2007
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Frequency-tuned salient region detection
R. Achanta, S. Hemami, F. Estrada, and S. Susstrunk · 2009
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Learning to recognize shadows in monochromatic natural images
J. Zhu, K. G. Samuel, S. Z. Masood, and M. F. Tappen · 2010
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Efficient inference in fully connected crfs with gaussian edge potentials
V. Koltun · 2011
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Hierarchical saliency detection
Q. Yan, L. Xu, J. Shi, and J. Jia · 2013
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Saliency detection via graph-based manifold ranking
C. Yang, L. Zhang, H. Lu, X. Ruan, and M.-H. Yang · 2013
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Salient object detection: A survey
A. Borji, M.-M. Cheng, H. Jiang, and J. Li · 2014
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Caffe: Convolutional architecture for fast feature embedding
Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick, S. Guadarrama, and T. Darrell · 2014
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Adam: A method for stochastic optimization
D. P. Kingma and J. Ba · 2014
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The secrets of salient object segmentation
Y. Li, X. Hou, C. Koch, J. M. Rehg, and A. L. Yuille · 2014
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Saliency optimization from robust background detection
W. Zhu, S. Liang, Y. Wei, and J. Sun · 2014
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Salient object detection: A benchmark
A. Borji, M.-M. Cheng, H. Jiang, and J. Li · 2015
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Global contrast based salient region detection
M.-M. Cheng, N. J. Mitra, X. Huang, P. H. Torr, and S.-M. Hu · 2015
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Hypercolumns for object segmentation and fine-grained localization
B. Hariharan, P. Arbeláez, R. Girshick, and J. Malik · 2015
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Visual saliency based on multiscale deep features
G. Li and Y. Yu · 2015
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Fully convolutional networks for semantic segmentation
J. Long, E. Shelhamer, and T. Darrell · 2015
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U-net: Convolutional networks for biomedical image segmentation
O. Ronneberger, P. Fischer, and T. Brox · 2015
Cited alongside, same era.
Very deep convolutional networks for large-scale image recognition
K. Simonyan and A. Zisserman · 2015
Cited alongside, same era.
Deep networks for saliency detection via local estimation and global search
L. Wang, H. Lu, X. Ruan, and M.-H. Yang · 2015
Cited alongside, same era.
Holistically-nested edge detection
S. Xie and Z. Tu · 2015
Cited alongside, same era.
Saliency detection by multi-context deep learning
R. Zhao, W. Ouyang, H. Li, and X. Wang · 2015
Cited alongside, same era.
Non-local deep features for salient object detection
Z. Luo, A. K. Mishra, A. Achkar, J. A. Eichel, S. Li, and P.-M. Jodoin · 2017
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Shadow detection with conditional generative adversarial networks
V. Nguyen, T. F. Y. Vicente, M. Zhao, M. Hoai, and D. Samaras · 2017
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Learning to detect salient objects with image-level supervision
L. Wang, H. Lu, Y. Wang, M. Feng, D. Wang, B. Yin, and X. Ruan · 2017
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A stagewise refinement model for detecting salient objects in images
T. Wang, A. Borji, L. Zhang, P. Zhang, and H. Lu · 2017
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Amulet: Aggregating multi-level convolutional features for salient object detection
P. Zhang, D. Wang, H. Lu, H. Wang, and X. Ruan · 2017
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Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs
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Tensorflow: a system for large-scale machine learning
M. Abadi, P. Barham, J. Chen, Z. Chen, A. Davis, J. Dean, M. Devin, S. Ghemawat, G. Irving, M. Isard, et al · 2016
Cited alongside, same era.
Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
Cited alongside, same era.
Deep saliency with encoded low level distance map and high level features
G. Lee, Y.-W. Tai, and J. Kim · 2016
Cited alongside, same era.
Deep contrast learning for salient object detection
G. Li and Y. Yu · 2016
Cited alongside, same era.
Deepsaliency: Multi-task deep neural network model for salient object detection
X. Li, L. Zhao, L. Wei, M.-H. Yang, F. Wu, Y. Zhuang, H. Ling, and J. Wang · 2016
Cited alongside, same era.
Dhsnet: Deep hierarchical saliency network for salient object detection
N. Liu and J. Han · 2016
Cited alongside, same era.
L.-C. Chen, G. Papandreou, I. Kokkinos, K. Murphy, and A. L. Yuille · 2018
Later among the works it cites.
Direction-aware spatial context features for shadow detection
X. Hu, L. Zhu, C.-W. Fu, J. Qin, and P.-A. Heng · 2018
Later among the works it cites.
Picanet: Learning pixel-wise contextual attention for saliency detection
N. Liu, J. Han, and M.-H. Yang · 2018
Later among the works it cites.
Receptive field block net for accurate and fast object detection
S. Liu, D. Huang, and Y. Wang · 2018
Later among the works it cites.
Stacked conditional generative adversarial networks for jointly learning shadow detection and shadow removal
J. Wang, X. Li, and J. Yang · 2018
Later among the works it cites.
Detect globally, refine locally: A novel approach to saliency detection
T. Wang, L. Zhang, S. Wang, H. Lu, G. Yang, X. Ruan, and A. Borji · 2018
Later among the works it cites.
Densely cascaded shadow detection network via deeply supervised parallel fusion
Y. Wang, X. Zhao, Y. Li, X. Hu, K. Huang, and N. CRIPAC · 2018
Later among the works it cites.
A bi-directional message passing model for salient object detection
L. Zhang, J. Dai, H. Lu, Y. He, and G. Wang · 2018
Later among the works it cites.
Progressive attention guided recurrent network for salient object detection
X. Zhang, T. Wang, J. Qi, H. Lu, and G. Wang · 2018
Later among the works it cites.
Deeply supervised salient object detection with short connections
Q. Hou, M. Cheng, X. Hu, A. Borji, Z. Tu, and P. H. S. Torr · 2019
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