Salient Region Detection of Images Based on Deep Learning

Chao Ji; Xinbo Huang; Wen Cao; Yongcan Zhu; Ye Zhang

doi:10.3788/LOP56.091007

[1] Tong N, Lu H C, Ruan X et al. Salient object detection via bootstrap learning. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA. New York: IEEE, 4204-4216(2015).

[2] Lee G, Tai Y W, Kim J. Deep saliency with encoded low level distance map and high level features. [C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA. New York: IEEE, 660-668(2016).

[3] Wang L J, Lu H C, Ruan X et al. Deep networks for saliency detection via local estimation and global search. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, June 2015, Boston, MA, USA. New York: IEEE, 3183-3192(2015).

[4] 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://ieeexplore.ieee.org/document/7293665

[5] Jiang H, Wang J, Yuan Z et al. Automatic salient object segmentation based on context and shape prior[J]. Proceedings of the 2011 British Machine Vision Conference, 1115-1124(2011).

[6] Achanta R, Hemami S, Estrada F et al. Frequency-tuned salient region detection. [C]∥2009 IEEE Conference on Computer Vision and Pattern Recognition, June 20-25, 2009, Miami, FL, USA. New York: IEEE, 1597-1604(2009).

[7] Li G B, Yu Y Z. Deep contrast learning for salient object detection. [C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA. New York: IEEE, 478-487(2016).

[8] 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://www.ncbi.nlm.nih.gov/pubmed/27305676

[9] Liu X S, Shen J X, Zhang Y P. Adaptive support weight stereo matching algorithm based on human visual characteristics[J]. Laser & Optoelectronics Progress, 55, 031013(2018).

[10] Chen X Z, Ma H M, Wang X. Improving object proposals with multi-thresholding straddling expansion. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition, June 7-12, 2015, Boston, MA, USA. New York: IEEE, 2587-2595(2015).

[11] Zhang P P, Wang D, Lu H C et al. Learning uncertain convolutional features for accurate saliency detection. [C]∥2017 IEEE International Conference on Computer Vision (ICCV), October 22-29, 2017, Venice, Italy. New York: IEEE, 212-221(2017).

[12] Cheng M M, Zhang G X, Mitra N J et al. Global contrast based salient region detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 569-582(2015). http://dl.acm.org/citation.cfm?id=2192179

[13] Ma Y F, Zhang H J. Contrast-based image attention analysis by using fuzzy growing. [C]∥Proceedings of the Eleventh ACM International Conference on Multimedia. New York: ACM, 374-381(2003).

[14] Yang B, Zhang X Y, Chen L et al. Edge guided salient object detection[J]. Neurocomputing, 221, 60-71(2017). http://dl.acm.org/citation.cfm?id=3063478"

[15] Liu X S, Shen J X, Zhang Y P. Adaptive support weight stereo matching algorithm based on human visual characteristics[J]. Laser & Optoelectronics Progress, 55, 031013(2018).

[16] Huang F, Qi J Q, Lu H C et al. Salient object detection via multiple instance learning[J]. IEEE Transactions on Image Processing, 26, 1911-1922(2017). http://ieeexplore.ieee.org/document/7857049/

[17] Yang B, Zhang X Y, Chen L et al. Edge guided salient object detection[J]. Neurocomputing, 221, 60-71(2017). http://dl.acm.org/citation.cfm?id=3063478"

[18] Li S M, Lei G Q, Fan R. Depth map super-resolution reconstruction based on convolutional neural networks[J]. Acta Optica Sinica, 37, 1210002(2017).

[19] Yang B, Zhang X Y, Chen L et al. Edge guided salient object detection[J]. Neurocomputing, 221, 60-71(2017). http://dl.acm.org/citation.cfm?id=3063478"

[20] Ju R, Liu Y, Ren T W et al. Depth-aware salient object detection using anisotropic center-surround difference[J]. Signal Processing: Image Communication, 38, 115-126(2015). http://dl.acm.org/citation.cfm?id=2850800

[21] Fang X, Wang G H, Yang H C et al. High resolution remote sensing image classification combining with mean-shift segmentation and fully convolution neural network[J]. Laser & Optoelectronics Progress, 55, 022802(2018).

[22] Ju R, Liu Y, Ren TW et al. Depth-aware salient object detection using anisotropic center-surround difference[J]. Signal Processing: Image Communication, 38, 115-126(2015). http://dl.acm.org/citation.cfm?id=2850800