• Laser & Optoelectronics Progress
  • Vol. 58, Issue 8, 0810002 (2021)
Miaomiao Qiu, Xiongli Chai, and Feng Shao*
Author Affiliations
  • Faculty of Information Science and Engineering, Ningbo University, Ningbo, Zhejiang 315211, China
  • show less
    DOI: 10.3788/LOP202158.0810002 Cite this Article Set citation alerts
    Miaomiao Qiu, Xiongli Chai, Feng Shao. Saliency Detection Model for Stereoscopic Panoramic Images[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810002 Copy Citation Text show less
    References

    [1] Papadakis P, Pratikakis I, Theoharis T et al. PANORAMA: a 3D shape descriptor based on panoramic views for unsupervised 3D object retrieval[J]. International Journal of Computer Vision, 89, 177-192(2010). http://link.springer.com/article/10.1007/s11263-009-0281-6

    [2] Peters R J, Iyer A, Itti L et al. Components of bottom-up gaze allocation in natural images[J]. Vision Research, 45, 2397-2416(2005). http://europepmc.org/abstract/MED/15935435

    [3] Palmer S E. Vision science: photons to phenomenology[J]. The Quarterly Review of Biology, 76, 523-524(2001).

    [4] Chang K Y, Liu T L, Chen H T et al. Fusing generic objectness and visual saliency for salient object detection[C]. //2011 International Conference on Computer Vision, November 6-13, 2011, Barcelona, Spain., 914-921(2011).

    [5] Fang Y M, Chi Z, Li J et al. Visual attention modeling for stereoscopic video[C]. //2016 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), July 11-15, 2016, Seattle, WA, USA., 1-6(2016).

    [6] Ji C, Huang X B, Cao W et al. Salient region detection of images based on deep learning[J]. Laser & Optoelectronics Progress, 56, 091007(2019).

    [7] Li S Q, Zeng C, Fu Y et al. Optimizing multi-graph learning based salient object detection[J]. Signal Processing: Image Communication, 55, 93-105(2017).

    [8] Li Y D, Xu X P. Video saliency detection method based on spatiotemporal features of superpixels[J]. Acta Optica Sinica, 39, 0110001(2019).

    [9] Cui L Q, Chen J J, Qi B H et al. Saliency detection based on background suppressing and foreground updating[J]. Laser & Optoelectronics Progress, 57, 021002(2020).

    [10] Liu T, Yuan Z J, Sun J et al. Learning to detect a salient object[C]. //IEEE Transactions on Pattern Analysis and Machine Intelligence., 353-367.

    [11] Yang J M, Yang M H. Top-down visual saliency via joint CRF and dictionary learning[C]. //2012 IEEE Conference on Computer Vision and Pattern Recognition, June 16-21, 2012, Providence, RI, USA., 2296-2303(2012).

    [12] Torralba A, Oliva A, Castelhano M S et al. Contextual guidance of eye movements and attention in real-world scenes: the role of global features in object search[J]. Psychological Review, 113, 766-786(2006). http://psycnet.apa.org/journals/rev/113/4/766/

    [13] Zhao H, An W S. Image salient object detection combined with deep learning[J]. Laser & Optoelectronics Progress, 55, 121003(2018).

    [14] Qu H C, Tian X R, Liu L M et al. Image compression method based on multi-scale saliency region detection[J]. Journal of Image and Graphics, 25, 31-42(2020).

    [15] Zhang Y Y, Ge H W. Image saliency detection based on graph and multi-feature diffusion[J]. Laser & Optoelectronics Progress, 57, 041020(2020).

    [16] Fang Y M, Chen Z Z, Lin W S et al. Saliency detection in the compressed domain for adaptive image retargeting[J]. IEEE Transactions on Image Processing, 21, 3888-3901(2012). http://europepmc.org/abstract/med/22614642

    [17] Yang S, Jiang Q P, Lin W S et al. SGDNet: an end-to-end saliency-guided deep neural network for No-reference image quality assessment[C]. //MM '19: Proceedings of the 27th ACM International Conference on Multimedia. New York: ACM, 1383-1391(2019).

    [18] Guo C L, Zhang L M. A novel multiresolution spatiotemporal saliency detection model and its applications in image and video compression[J]. IEEE Transactions on Image Processing, 19, 185-198(2010). http://ieeexplore.ieee.org/document/5223506

    [19] Lei J J, Zhang H L, You L et al. Evaluation and modeling of depth feature incorporated visual attention for salient object segmentation[J]. Neurocomputing, 120, 24-33(2013). http://www.sciencedirect.com/science/article/pii/S0925231213002981

    [20] Li C Y, Yuan Y C, Cai W D et al. Robust saliency detection via regularized random walks ranking[C]. //2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA., 2710-2717(2015).

    [21] Zhou L, Yang Z H, Yuan Q et al. Salient region detection via integrating diffusion-based compactness and local contrast[J]. IEEE Transactions on Image Processing, 24, 3308-3320(2015).

    [22] Goferman S, Zelnik-Manor L, Tal A. Context-aware saliency detection[C]. //IEEE Transactions on Pattern Analysis and Machine Intelligence.(1926).

    [23] Wang W G, Shen J B, Yu Y Z et al. Stereoscopic thumbnail creation via efficient stereo saliency detection[J]. IEEE Transactions on Visualization and Computer Graphics, 23, 2014-2027(2017). http://doi.ieeecomputersociety.org/10.1109/TVCG.2016.2600594

    [24] Xia C, Qi F, Shi G M. Bottom-up visual saliency estimation with deep autoencoder-based sparse reconstruction[J]. IEEE Transactions on Neural Networks and Learning Systems, 27, 1227-1240(2016). http://ieeexplore.ieee.org/document/7386678

    [25] Maugey T, Le Meur O, Liu Z. Saliency-based navigation in omnidirectional image[C]. //2017 IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), October 16-18, 2017, Luton, UK., 1-6(2017).

    [26] Harel J, Koch C, Perona P. Graph-based visual saliency[C]. //Advances in Neural Information Processing Systems 19, Proceedings of the 2006 Conference., 545-552(2017).

    [27] Hou X D, Harel J, Koch C. Image signature: highlighting sparse salient regions[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34, 194-201(2012). http://doi.ieeecomputersociety.org/10.1109/TPAMI.2011.146

    [28] Garcia-Diaz A, Fdez-Vidal X R, Pardo X M et al. Saliency from hierarchical adaptation through decorrelation and variance normalization[J]. Image and Vision Computing, 30, 51-64(2012).

    [29] Riche N, Mancas M, Duvinage M et al. RARE2012: a multi-scale rarity-based saliency detection with its comparative statistical analysis[J]. Signal Processing: Image Communication, 28, 642-658(2013).

    [30] Zhang J M, Sclaroff S. Saliency detection: a Boolean map approach[C]. //2013 IEEE International Conference on Computer Vision, December 1-8, 2013, Sydney, NSW, Australia, 153-160(2013).

    [31] Zhu X X, Ramanan D. Face detection, pose estimation, and landmark localization in the wild[C]. //2012 IEEE Conference on Computer Vision and Pattern Recognition, June 16-21, 2012, Providence, RI, USA., 2879-2886(2012).

    [32] Lebreton P, Raake A. GBVS360, BMS360, ProSal: extending existing saliency prediction models from 2D to omnidirectional images[J]. Signal Processing: Image Communication, 69, 69-78(2018). http://www.sciencedirect.com/science/article/pii/S0923596518302406

    [33] de Abreu A, Ozcinar C, Smolic A. Look around you: saliency maps for omnidirectional images in VR applications[C]. //2017 Ninth International Conference on Quality of Multimedia Experience (QoMEX), May 31-June 2, 2017, Erfurt, Germany, 1-6(2017).

    [34] Xu M, Yang L, Tao X M et al. Saliency prediction on omnidirectional images with generative adversarial imitation learning[EB/OL]. [2021-07-22]. https://www.researchgate.net/publication/332439333_Saliency_Prediction_on_Omnidirectional_Images_with_Generative_Adversarial_Imitation_Learning

    [35] Chen D W, Qing C M, Xu X M et al. SalBiNet360: saliency prediction on 360° images with local-global bifurcated deep network[C]. //2020 IEEE Conference on Virtual Reality and 3D User Interfaces (VR), March 22-26, 2020, Atlanta, GA, USA, 92-100(2020).

    [36] Shao F, Jiang Q P, Jiang G Y et al. Prediction of visual discomfort of stereoscopic images based on saliency analysis[J]. Optics and Precision Engineering, 22, 1631-1638(2014).

    [37] Achanta R, Shaji A, Smith K et al. SLIC superpixel compared to state-of-the-art superpixel methods[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34, 2274-2282(2012).

    [38] Cheng M, Zhang G, Mitra N et al. Global contrast based salient region detection[C]. //In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR)., 409-416(2011).

    [39] Battisti F, Baldoni S, Brizzi M et al. A feature-based approach for saliency estimation of omni-directional images[J]. Signal Processing: Image Communication, 69, 53-59(2018). http://www.sciencedirect.com/science/article/pii/S092359651830242X

    [40] Safavi S M, Sundaram S M, Gorji A H et al. Application of infrared scanning of the neck muscles to control a cursor in Human-Computer Interface[J]. 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, July 11-15, 2017, Jeju, Korea (South), South Korea., 787-790(2017).

    [41] Cui L Q, Yang Z Z, Duan T L et al. Saliency object detection method based on complex prior knowledge[J]. Laser & Optoelectronics Progress, 57, 101019(2020).

    [42] Croci S, Knorr S, Smolic A. Sharpness mismatch detection in stereoscopic content with 360-degree capability[C]. //2018 25th IEEE International Conference on Image Processing (ICIP), October 7-10, 2018, Athens, Greece., 1423-1427(2018).

    [43] Sun D Q, Roth S, Black M J. Secrets of optical flow estimation and their principles[C]. //2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 13-18, 2010, San Francisco, CA, USA., 2432-2439(2010).

    [44] Wang A H, Yu M, Peng Z J et al. A quality assessment method of stereoscopic images based on human visual system[J]. Opto-Electronic Engineering, 38, 134-141(2011).

    [45] Fang Y M, Wang J L, Narwaria M et al. Saliency detection for stereoscopic images[C]. //IEEE Transactions on Image Processing., 2625-2636(2014).

    [46] Gutiérrez J, David E, Rai Y et al. Toolbox and dataset for the development of saliency and scanpath models for omnidirectional/360° still images[J]. Signal Processing: Image Communication, 69, 35-42(2018). http://www.sciencedirect.com/science/article/pii/S0923596518304594

    Miaomiao Qiu, Xiongli Chai, Feng Shao. Saliency Detection Model for Stereoscopic Panoramic Images[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810002
    Download Citation