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The success of current deep saliency detection methods heavily depends on the availability of large-scale supervision in the form of per-pixel labeling.
Learning to detect a salient object
T. Liu, J. Sun, N.-N. Zheng, X. Tang, and H.-Y. Shum · 2007
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Whose vote should count more: Optimal integration of labels from labelers of unknown expertise
J. Whitehill, T. fan Wu, J. Bergsma, J. R. Movellan, and P. L. Ruvolo · 2009
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A shape-preserving approach to image resizing
G.-X. Zhang, M.-M. Cheng, S.-M. Hu, and R. R. Martin · 2009
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Global contrast based salient region detection
M. Cheng, G. Zhang, N. Mitra, X. Huang, and S.-M. Hu · 2011
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Image segmentation by probabilistic bottom-up aggregation and cue integration
S. Alpert, M. Galun, A. Brandt, and R. Basri · 2012
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Context-aware saliency detection
S. Goferman, L. Zelnik-Manor, and A. Tal · 2012
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A unified approach to salient object detection via low rank matrix recovery
X. Shen and Y. Wu · 2012
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Efficient salient region detection with soft image abstraction
M.-M. Cheng, J. Warrell, W.-Y. Lin, S. Zheng, V. Vineet, and N. Crook · 2013
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Saliency detection via absorbing markov chain
B. Jiang, L. Zhang, H. Lu, C. Yang, and M. Yang · 2013
Earlier work this paper cites.
Salient object detection: A discriminative regional feature integration approach
H. Jiang, J. Wang, Z. Yuan, Y. Wu, N. Zheng, and S. Li · 2013
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Salient region detection by UFO: Uniqueness, focusness and objectness
P. Jiang, H. Ling, J. Yu, and J. Peng · 2013
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Saliency detection via dense and sparse reconstruction
X. Li, H. Lu, L. Zhang, X. Ruan, and M. Yang · 2013
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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. Yang · 2013
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Salient object detection: A survey
A. Borji, M. Cheng, Q. Hou, H. Jiang, and J. Li · 2014
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Salientshape: group saliency in image collections
M. Cheng, N. J. Mitra, X. Huang, and S. Hu · 2014
Cited alongside, same era.
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
Cited alongside, same era.
Salient region detection via high-dimensional color transform
J. Kim, D. Han, Y.-W. Tai, and J. Kim · 2014
Cited alongside, same era.
The secrets of salient object segmentation
Y. Li, X. Hou, C. Koch, J. M. Rehg, and A. L. Yuille · 2014
Cited alongside, same era.
Saliency optimization from robust background detection
W. Zhu, S. Liang, Y. Wei, and J. Sun · 2014
Cited alongside, same era.
Salient object detection: A benchmark
A. Borji, M. Cheng, H. Jiang, and J. Li · 2015
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
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Saliency detection with recurrent fully convolutional networks
L. Wang, L. Wang, H. Lu, P. Zhang, and X. Ruan · 2016
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Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs
L. C. Chen, G. Papandreou, I. Kokkinos, K. Murphy, and A. L. Yuille · 2017
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Deeply supervised salient object detection with short connections
Q. Hou, M.-M. Cheng, X. Hu, A. Borji, Z. Tu, and P. H. S. Torr · 2017
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Learning from weak and noisy labels for semantic segmentation
Z. Lu, Z. Fu, T. Xiang, P. Han, L. Wang, and X. Gao · 2017
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Non-local deep features for salient object detection
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The pascal visual object classes challenge: A retrospective
M. Everingham, S. M. A. Eslami, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman · 2015
Cited alongside, same era.
Depth and surface normal estimation from monocular images using regression on deep features and hierarchical crfs
B. Li, C. Shen, Y. Dai, A. van den Hengel, and M. He · 2015
Cited alongside, same era.
Visual saliency based on multiscale deep features
G. Li and Y. Yu · 2015
Cited alongside, same era.
Show, attend and tell: Neural image caption generation with visual attention
K. Xu, J. Ba, R. Kiros, K. Cho, A. Courville, R. Salakhudinov, R. Zemel, and Y. Bengio · 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.
Harf: Hierarchy-associated rich features for salient object detection
W. Zou and N. Komodakis · 2015
Cited alongside, same era.
Z. Luo, A. Mishra, A. Achkar, J. Eichel, S. Li, and P.-M. Jodoin · 2017
Later among the works it cites.
A stagewise refinement model for detecting salient objects in images
T. Wang, A. Borji, L. Zhang, P. Zhang, and H. Lu · 2017
Later among the works it cites.
Deep Learning from Noisy Image Labels with Quality Embedding
J. Yao, J. Wang, I. Tsang, Y. Zhang, J. Sun, C. Zhang, and R. Zhang · 2017
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Supervision by fusion: Towards unsupervised learning of deep salient object detector
D. Zhang, J. Han, and Y. Zhang · 2017
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Attention to the scale: Deep multi-scale salient object detection
J. Zhang, Y. Dai, B. Li, and M. He · 2017
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Deep salient object detection by integrating multi-level cues
J. Zhang, Y. Dai, and F. Porikli · 2017
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Integrated deep and shallow networks for salient object detection
J. Zhang, B. Li, Y. Dai, F. Porikli, and M. He · 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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Learning uncertain convolutional features for accurate saliency detection
P. Zhang, D. Wang, H. Lu, H. Wang, and B. Yin · 2017
Later among the works it cites.