Researching | Image Salient Object Detection Combined with Deep Learning

Journals >Laser & Optoelectronics Progress >Volume 55 >Issue 12 >Page 121003 > Article

Laser & Optoelectronics Progress
Vol. 55, Issue 12, 121003 (2018)

Image Salient Object Detection Combined with Deep Learning

Heng Zhao^* and Weisheng An^**

Author Affiliations

School of Mechanical Engineering, Southwest Jiaotong University, Chengdu, Sichuan 610031, China

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DOI: 10.3788/LOP55.121003 Cite this Article Set citation alerts

Heng Zhao, Weisheng An. Image Salient Object Detection Combined with Deep Learning[J]. Laser & Optoelectronics Progress, 2018, 55(12): 121003 Copy Citation Text

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References

[1] Zheng L, Wang S J, Liu Z Q et al. Fast image retrieval: Query pruning and early termination[J]. IEEE Transactions on Multimedia, 17, 648-659(2015). http://ieeexplore.ieee.org/document/7054551/

[2] Zhu J Y, Wu J J, Wei Y C. Unsupervised object class discovery via saliency-guided multiple class learning[J]. Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 3218-3225(2012). http://dl.acm.org/citation.cfm?id=2354409.2354894

[3] Liu F, Shen T S, Lou S L et al. Deep network saliency detection based on global model and local optimization[J]. Acta Optica Sinica, 37, 1215005(2017).

[4] Hadizadeh H, Bajic I V. Saliency-aware video compression[J]. IEEE Transactions on Image Processing, 23, 19-33(2014).

[5] Chen Z H, Wang H Z, Zhang L M et al. Visual saliency detection based on homology similarity and an experimental evaluation[J]. Journal of Visual Communication and Image Representation, 40, 251-264(2016). http://dl.acm.org/citation.cfm?id=2988954

[6] Itti L, Koch C, Niebur E. A model of saliency-based visual attention for rapid scene analysis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20, 1254-1259(1998). http://dl.acm.org/citation.cfm?id=297870

[7] Borji A, Cheng M M, Jiang H Z et al. Salient object detection: A benchmark[J]. IEEE Transactions on Image Processing, 24, 5706-5722(2015). http://link.springer.com/chapter/10.1007/978-3-642-33709-3_30?CFID=555422687&CFTOKEN=46090569

[8] Achanta R, Hemami S, Estrada F et al. Frequency-tuned salient region detection[J]. Proceeding of IEEE Conference on Computer Vision and Pattern Recognition, 1597-1604(2009). http://doi.ieeecomputersociety.org/10.1109/CVPRW.2009.5206596

[9] Aytekin C, Kiranyaz S, Gabbouj M. Automatic object segmentation by quantum cuts[J]. Proceeding of IEEE International Conference on Pattern Recognition, 112-117(2014). http://dl.acm.org/citation.cfm?id=2703865

[10] Cheng M M, Mitra N J, Huang X L et al. Global contrast based salient region detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 569-582(2015). http://www.ncbi.nlm.nih.gov/pubmed/26353262

[11] Mou L, Zhang X W, Zhang Z et al. Saliency detection optimization method in natural scene[J]. Laser & Optoelectronics Progress, 53, 121501(2016).

[12] Liu N, Han J W, Zhang D W et al. Predicting eye fixations using convolutional neural networks[J]. Proceeding of IEEE Conference on Computer Vision and Pattern Recognition, 362-370(2015). http://doi.ieeecomputersociety.org/10.1109/CVPR.2015.7298633

[13] Lin C, He B W, Dong S S. An indoor object fast detection method based on visual attention mechanism of fusion depth information in RGB image[J]. Chinese Journal of Lasers, 41, 1108005(2014).

[14] Wang J D, Jiang H Z, Yuan Z J et al. Salient object detection: A discriminative regional feature integration approach[J]. International Journal of Computer Vision, 123, 251-268(2017). http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6619115

[15] Li G B, Yu Y Z. Visual saliency based on multiscale deep features[J]. Proceeding of IEEE Computer Vision and Pattern Recognition, 5455-5463(2015). http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7299184

[16] Wang L Z, Wang L J, Lu H C et al. Saliency detection with recurrent fully convolutional networks[C]. European Conference on Computer Vision, 825-841(2016).

[17] Li X, Zhao L M, Wei L N et al. Deep saliency: Multi-task deep neural network model for salient object detection[J]. IEEE Transactions on Image Processing, 25, 3919-3930(2016). http://ieeexplore.ieee.org/document/7488288

[18] Lee G, Tai Y W, Kim J. Deep saliency with encoded low level distance map and high level features[J]. Proceeding of IEEE Computer Vision and Pattern Recognition, 660-668(2016). http://cn.arxiv.org/abs/1604.05495

[19] Simonyan K. -04-10)[2018-03-02][EB/OL]. Zisserman A. Very deep convolutional networks for large-scale image recognition., org/abs/1409, 1556(2015). https://arxiv.

[20] Li G B, Yu Y Z. Deep contrast learning for salient object detection[J]. Proceeding of IEEE Computer Vision and Pattern Recognition, 478-487(2016). http://doi.ieeecomputersociety.org/10.1109/CVPR.2016.58

[21] Krähenbühl P. -10-20)[2018-03-02][EB/OL]. Koltun V. Efficient inference in fully connected CRFs with Gaussian edge potentials., org/abs/1210, 5644(2012). https://arxiv.

[22] Zhang S L, Xie L B. Salient object detection based on all convolutional feature combination[J]. Laser & Optoelectronics Progress, 55, 101502(2018).

[23] Achanta R, Shaji A, Smith K et al. SLIC superpixels compared to state-of-the-art superpixel methods[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34, 2274-2282(2012). http://doi.ieeecomputersociety.org/10.1109/TPAMI.2012.120

[24] Jia Y Q, Donahue J et al. -06-20)[2018-03-02], org/abs/1408, 5093(2014). https://arxiv.

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Heng Zhao, Weisheng An. Image Salient Object Detection Combined with Deep Learning[J]. Laser & Optoelectronics Progress, 2018, 55(12): 121003

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