Saliency detection based on background seeds by object proposals and extended random walk

Jian, Muwei; Zhao, Runxia; Sun, Xin; Luo, Hanjiang; Zhang, Wenyin; Zhang, Huaxiang; Dong, Junyu; Yin, Yilong; Lam, Kin-Man

doi:10.1016/j.jvcir.2018.11.007

Title: Saliency detection based on background seeds by object proposals and extended random walk

Authors:

; Zhao, Runxia; Sun, Xin; Luo, Hanjiang; Zhang, Wenyin; Zhang, Huaxiang; Dong, Junyu; Yin, Yilong; Lam, Kin-Man

Publication Date:: 2018-11-01

Sponsoring Org.:: USDOE Office of Electricity (OE), Advanced Grid Research & Development. Power Systems Engineering Research

OSTI Identifier:: 1636929

Grant/Contract Number:: 2017CXGC0701; 2017CXGC1504

Resource Type:: Publisher's Accepted Manuscript

Journal Name:: Journal of Visual Communication and Image Representation

Additional Journal Information:: Journal Name: Journal of Visual Communication and Image Representation Journal Volume: 57 Journal Issue: C; Journal ID: ISSN 1047-3203

Publisher:: Elsevier

Country of Publication:: United States

Language:: English

Citation Formats


                    Jian, Muwei, Zhao, Runxia, Sun, Xin, Luo, Hanjiang, Zhang, Wenyin, Zhang, Huaxiang, Dong, Junyu, Yin, Yilong, and Lam, Kin-Man. Saliency detection based on background seeds by object proposals and extended random walk.  United States: N. p., 2018. 
Web.  doi:10.1016/j.jvcir.2018.11.007.

Copy to clipboard


                    Jian, Muwei, Zhao, Runxia, Sun, Xin, Luo, Hanjiang, Zhang, Wenyin, Zhang, Huaxiang, Dong, Junyu, Yin, Yilong, & Lam, Kin-Man. Saliency detection based on background seeds by object proposals and extended random walk.  United States.  https://doi.org/10.1016/j.jvcir.2018.11.007

Copy to clipboard


                    Jian, Muwei, Zhao, Runxia, Sun, Xin, Luo, Hanjiang, Zhang, Wenyin, Zhang, Huaxiang, Dong, Junyu, Yin, Yilong, and Lam, Kin-Man. Thu .  
"Saliency detection based on background seeds by object proposals and extended random walk".  United States.  https://doi.org/10.1016/j.jvcir.2018.11.007.

Copy to clipboard


                    
@article{osti_1636929,

  title        = {Saliency detection based on background seeds by object proposals and extended random walk},

  author       = {Jian, Muwei and Zhao, Runxia and Sun, Xin and Luo, Hanjiang and Zhang, Wenyin and Zhang, Huaxiang and Dong, Junyu and Yin, Yilong and Lam, Kin-Man},

  abstractNote = {},

  doi          = {10.1016/j.jvcir.2018.11.007},

  journal      = {Journal of Visual Communication and Image Representation},

  number       = C,

  volume       = 57,

  place        = {United States},

  year         = {2018},

  month        = {11}

}

Copy to clipboard

Journal Article:

Free Publicly Available Full Text

Accepted Manuscript (Publisher)

Publisher's Version of Record
https://doi.org/10.1016/j.jvcir.2018.11.007

Other availability

Search WorldCat to find libraries that may hold this journal

Citation Metrics:

Cited by: 6 works

Citation information provided by
Web of Science

Save / Share:

Export Metadata

Save to My Library

Works referenced in this record:

Measuring the Objectness of Image Windows
journal, November 2012

Alexe, B.; Deselaers, T.; Ferrari, V.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 34, Issue 11
DOI: 10.1109/TPAMI.2012.28

Learning to Recommend Descriptive Tags for Questions in Social Forums
journal, January 2014

Nie, Liqiang; Zhao, Yi-Liang; Wang, Xiangyu
ACM Transactions on Information Systems, Vol. 32, Issue 1
DOI: 10.1145/2559157

Disease Inference from Health-Related Questions via Sparse Deep Learning
journal, August 2015

Nie, Liqiang; Wang, Meng; Zhang, Luming
IEEE Transactions on Knowledge and Data Engineering, Vol. 27, Issue 8
DOI: 10.1109/TKDE.2015.2399298

Facial-feature detection and localization based on a hierarchical scheme
journal, March 2014

Jian, Muwei; Lam, Kin-Man; Dong, Junyu
Information Sciences, Vol. 262
DOI: 10.1016/j.ins.2013.12.001

Discriminative saliency propagation with sink points
journal, December 2016

Chen, Shuhan; Zheng, Ling; Hu, Xuelong
Pattern Recognition, Vol. 60
DOI: 10.1016/j.patcog.2016.05.016

Salient Object Detection via Multiple Instance Learning
journal, April 2017

Huang, Fang; Qi, Jinqing; Lu, Huchuan
IEEE Transactions on Image Processing, Vol. 26, Issue 4
DOI: 10.1109/TIP.2017.2669878

Saliency fusion via sparse and double low rank decomposition
journal, May 2018

Li, Junxia; Yang, Jian; Gong, Chen
Pattern Recognition Letters, Vol. 107
DOI: 10.1016/j.patrec.2017.08.014

Image Segmentation by Probabilistic Bottom-Up Aggregation and Cue Integration
journal, February 2012

Alpert, S.; Galun, M.; Brandt, A.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 34, Issue 2
DOI: 10.1109/TPAMI.2011.130

Saliency detection via alternative optimization adaptive influence matrix model
journal, January 2018

Li, Xi; Ma, Huimin; Wang, Xiang
Pattern Recognition Letters, Vol. 101
DOI: 10.1016/j.patrec.2017.11.006

A Level Set Approach to Image Segmentation With Intensity Inhomogeneity
journal, February 2016

Zhang, Kaihua; Zhang, Lei; Lam, Kin-Man
IEEE Transactions on Cybernetics, Vol. 46, Issue 2
DOI: 10.1109/TCYB.2015.2409119

Low-Rank Multi-View Embedding Learning for Micro-Video Popularity Prediction
journal, August 2018

Jing, Peiguang; Su, Yuting; Nie, Liqiang
IEEE Transactions on Knowledge and Data Engineering, Vol. 30, Issue 8
DOI: 10.1109/TKDE.2017.2785784

Automatic Foveation for Video Compression Using a Neurobiological Model of Visual Attention
journal, October 2004

Itti, L.
IEEE Transactions on Image Processing, Vol. 13, Issue 10
DOI: 10.1109/TIP.2004.834657

Predicting Image Memorability Through Adaptive Transfer Learning From External Sources
journal, May 2017

Jing, Peiguang; Su, Yuting; Nie, Liqiang
IEEE Transactions on Multimedia, Vol. 19, Issue 5
DOI: 10.1109/TMM.2016.2644866

Learning graph affinities for spectral graph-based salient object detection
journal, April 2017

Aytekin, Çağlar; Iosifidis, Alexandros; Kiranyaz, Serkan
Pattern Recognition, Vol. 64
DOI: 10.1016/j.patcog.2016.11.005

Salient object detection via boosting object-level distinctiveness and saliency refinement
journal, October 2017

Yan, Xiaoyun; Wang, Yuehuan; Song, Qiong
Journal of Visual Communication and Image Representation, Vol. 48
DOI: 10.1016/j.jvcir.2017.06.013

A flexible framework of adaptive method selection for image saliency detection
journal, October 2015

Zhang, Changqing; Tao, Zhiqiang; Wei, Xingxing
Pattern Recognition Letters, Vol. 63
DOI: 10.1016/j.patrec.2015.06.012

Sketch2Photo: internet image montage
journal, December 2009

Chen, Tao; Cheng, Ming-Ming; Tan, Ping
ACM Transactions on Graphics, Vol. 28, Issue 5
DOI: 10.1145/1618452.1618470

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods
journal, November 2012

Achanta, R.; Shaji, A.; Smith, K.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 34, Issue 11, p. 2274-2282
DOI: 10.1109/TPAMI.2012.120

Structured low-rank inverse-covariance estimation for visual sentiment distribution prediction
journal, November 2018

Liu, Anan; Shi, Yingdi; Jing, Peiguang
Signal Processing, Vol. 152
DOI: 10.1016/j.sigpro.2018.06.001

Global Contrast Based Salient Region Detection
journal, March 2015

Cheng, Ming-Ming; Mitra, Niloy J.; Huang, Xiaolei
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 37, Issue 3
DOI: 10.1109/TPAMI.2014.2345401

Integrating QDWD with pattern distinctness and local contrast for underwater saliency detection
journal, May 2018

Jian, Muwei; Qi, Qiang; Dong, Junyu
Journal of Visual Communication and Image Representation, Vol. 53
DOI: 10.1016/j.jvcir.2018.03.008

Image retrieval using wavelet-based salient regions
journal, August 2011

Jian, M. W.; Dong, J. Y.; Ma, J.
The Imaging Science Journal, Vol. 59, Issue 4
DOI: 10.1179/136821910X12867873897355

A model of saliency-based visual attention for rapid scene analysis
journal, January 1998

Itti, L.; Koch, C.; Niebur, E.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 20, Issue 11
DOI: 10.1109/34.730558

Random Walks for Image Segmentation
journal, November 2006

Grady, L.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, Issue 11
DOI: 10.1109/TPAMI.2006.233

Low-Rank Regularized Heterogeneous Tensor Decomposition for Subspace Clustering
journal, March 2018

Zhang, Jing; Li, Xinhui; Jing, Peiguang
IEEE Signal Processing Letters, Vol. 25, Issue 3
DOI: 10.1109/LSP.2017.2748604

Hierarchical Image Saliency Detection on Extended CSSD
journal, April 2016

Shi, Jianping; Yan, Qiong; Xu, Li
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 38, Issue 4
DOI: 10.1109/TPAMI.2015.2465960

Visual Saliency Detection via Sparsity Pursuit
journal, August 2010

Yan, Junchi; Zhu, Mengyuan; Liu, Huanxi
IEEE Signal Processing Letters, Vol. 17, Issue 8
DOI: 10.1109/LSP.2010.2053200

Content-based image retrieval via a hierarchical-local-feature extraction scheme
journal, May 2018

Jian, Muwei; Yin, Yilong; Dong, Junyu
Multimedia Tools and Applications, Vol. 77, Issue 21
DOI: 10.1007/s11042-018-6122-2

Exploring Auxiliary Context: Discrete Semantic Transfer Hashing for Scalable Image Retrieval
journal, November 2018

Zhu, Lei; Huang, Zi; Li, Zhihui
IEEE Transactions on Neural Networks and Learning Systems, Vol. 29, Issue 11
DOI: 10.1109/TNNLS.2018.2797248

Saliency detection via background and foreground seed selection
journal, March 2015

Wang, Jianpeng; Lu, Huchuan; Li, Xiaohui
Neurocomputing, Vol. 152
DOI: 10.1016/j.neucom.2014.10.056

Locality constraint distance metric learning for traffic congestion detection
journal, March 2018

Wang, Qi; Wan, Jia; Yuan, Yuan
Pattern Recognition, Vol. 75
DOI: 10.1016/j.patcog.2017.03.030

Discrete Multimodal Hashing With Canonical Views for Robust Mobile Landmark Search
journal, September 2017

Zhu, Lei; Huang, Zi; Liu, Xiaobai
IEEE Transactions on Multimedia, Vol. 19, Issue 9
DOI: 10.1109/TMM.2017.2729025

Bridging the Vocabulary Gap between Health Seekers and Healthcare Knowledge
journal, February 2015

Nie, Liqiang; Zhao, Yi-Liang; Akbari, Mohammad
IEEE Transactions on Knowledge and Data Engineering, Vol. 27, Issue 2
DOI: 10.1109/TKDE.2014.2330813

Visual-Patch-Attention-Aware Saliency Detection
journal, August 2015

Jian, Muwei; Lam, Kin-Man; Dong, Junyu
IEEE Transactions on Cybernetics, Vol. 45, Issue 8
DOI: 10.1109/TCYB.2014.2356200

Salient Object Detection With Spatiotemporal Background Priors for Video
journal, July 2017

Xi, Tao; Zhao, Wei; Wang, Han
IEEE Transactions on Image Processing, Vol. 26, Issue 7
DOI: 10.1109/TIP.2016.2631900

Visual saliency estimation by nonlinearly integrating features using region covariances
journal, March 2013

Erdem, E.; Erdem, A.
Journal of Vision, Vol. 13, Issue 4
DOI: 10.1167/13.4.11

Similar Records in DOE PAGES and OSTI.GOV collections:

SU-D-201-06: Random Walk Algorithm Seed Localization Parameters in Lung Positron Emission Tomography (PET) Images

Journal Article Soufi, M ; Asl, A Kamali ; Geramifar, P - Medical Physics

Purpose: The objective of this study was to find the best seed localization parameters in random walk algorithm application to lung tumor delineation in Positron Emission Tomography (PET) images. Methods: PET images suffer from statistical noise and therefore tumor delineation in these images is a challenging task. Random walk algorithm, a graph based image segmentation technique, has reliable image noise robustness. Also its fast computation and fast editing characteristics make it powerful for clinical purposes. We implemented the random walk algorithm using MATLAB codes. The validation and verification of the algorithm have been done by 4D-NCAT phantom with spherical lungmore »« less
https://doi.org/10.1118/1.4923914
Visual-Attention-Based Background Modeling for Detecting Infrequently Moving Objects

Journal Article Lin, Yuewei ; Tong, Yan ; Cao, Yu ; ... - IEEE Transactions on Circuits and Systems for Video Technology

Motion is one of the most important cues to separate foreground objects from the background in a video. Using a stationary camera, it is usually assumed that the background is static, while the foreground objects are moving most of the time. However, in practice, the foreground objects may show infrequent motions, such as abandoned objects and sleeping persons. Meanwhile, the background may contain frequent local motions, such as waving trees and/or grass. Such complexities may prevent the existing background subtraction algorithms from correctly identifying the foreground objects. We propose a new approach that can detect the foreground objects with frequentmore »« less
Cited by 15
https://doi.org/10.1109/TCSVT.2016.2527258

Full Text Available
DISTRIBUTION FUNCTIONS FOR THE NUMBER OF DISTINCT SITES VISITED IN A RANDOM WALK ON CUBIC LATTICES: RELATION TO DETECT ANNEALING

Journal Article Beeler, Jr, J R - Physical Review (U.S.) Superseded in part by Phys. Rev. A, Phys. Rev. B: Solid State, Phys. Rev. C, and Phys. Rev. D
https://doi.org/10.1103/PhysRev.134.A1396
Preoperative extended field radiation with I-125 seed implant in prostatic cancer: a preliminary report of a randomized study

Journal Article Charyulu, K ; Block, N ; Sudarsanam, A - Int. J. Radiat. Oncol., Biol. Phys.; (United States)

This study began in 1972, when randomly allocated patients received preoperative x ray therapy to the pelvis and para-aortic areas to a dose of 3000 rad in 14 fractions; following this treatment retropubic extraperitoneal exposure of the prostate and node dissection were performed. Iodine-125 seeds were implanted in the prostate. Patients with positive nodes received postoperative radiation therapy to tolerance doses while those with negative nodes were only observed with no further therapy. In the alternate arm, the patients underwent straight retropubic extraperitoneal exposure of the prostate, node dissection, and Iodine-125 seed implant. If the nodes were positive, the patientsmore »« less
https://doi.org/10.1016/0360-3016(79)90945-3
Model based network clustering based on random walk hitting times.

Conference Stuart, Zacharia William ; Foss, Alexander

Abstract not provided.
Full Text Available

Similar Records

Title: Saliency detection based on background seeds by object proposals and extended random walk

Citation Formats

Measuring the Objectness of Image Windows journal, November 2012

Learning to Recommend Descriptive Tags for Questions in Social Forums journal, January 2014

Disease Inference from Health-Related Questions via Sparse Deep Learning journal, August 2015

Facial-feature detection and localization based on a hierarchical scheme journal, March 2014

Discriminative saliency propagation with sink points journal, December 2016

Salient Object Detection via Multiple Instance Learning journal, April 2017

Saliency fusion via sparse and double low rank decomposition journal, May 2018

Image Segmentation by Probabilistic Bottom-Up Aggregation and Cue Integration journal, February 2012

Saliency detection via alternative optimization adaptive influence matrix model journal, January 2018

A Level Set Approach to Image Segmentation With Intensity Inhomogeneity journal, February 2016

Low-Rank Multi-View Embedding Learning for Micro-Video Popularity Prediction journal, August 2018

Automatic Foveation for Video Compression Using a Neurobiological Model of Visual Attention journal, October 2004

Predicting Image Memorability Through Adaptive Transfer Learning From External Sources journal, May 2017

Learning graph affinities for spectral graph-based salient object detection journal, April 2017

Salient object detection via boosting object-level distinctiveness and saliency refinement journal, October 2017

A flexible framework of adaptive method selection for image saliency detection journal, October 2015

Sketch2Photo: internet image montage journal, December 2009

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods journal, November 2012

Structured low-rank inverse-covariance estimation for visual sentiment distribution prediction journal, November 2018

Global Contrast Based Salient Region Detection journal, March 2015

Integrating QDWD with pattern distinctness and local contrast for underwater saliency detection journal, May 2018

Image retrieval using wavelet-based salient regions journal, August 2011

A model of saliency-based visual attention for rapid scene analysis journal, January 1998

Random Walks for Image Segmentation journal, November 2006

Low-Rank Regularized Heterogeneous Tensor Decomposition for Subspace Clustering journal, March 2018

Hierarchical Image Saliency Detection on Extended CSSD journal, April 2016

Visual Saliency Detection via Sparsity Pursuit journal, August 2010

Content-based image retrieval via a hierarchical-local-feature extraction scheme journal, May 2018

Exploring Auxiliary Context: Discrete Semantic Transfer Hashing for Scalable Image Retrieval journal, November 2018

Saliency detection via background and foreground seed selection journal, March 2015

Locality constraint distance metric learning for traffic congestion detection journal, March 2018

Discrete Multimodal Hashing With Canonical Views for Robust Mobile Landmark Search journal, September 2017

Bridging the Vocabulary Gap between Health Seekers and Healthcare Knowledge journal, February 2015

Visual-Patch-Attention-Aware Saliency Detection journal, August 2015

Salient Object Detection With Spatiotemporal Background Priors for Video journal, July 2017

Visual saliency estimation by nonlinearly integrating features using region covariances journal, March 2013

Measuring the Objectness of Image Windows
journal, November 2012

Learning to Recommend Descriptive Tags for Questions in Social Forums
journal, January 2014

Disease Inference from Health-Related Questions via Sparse Deep Learning
journal, August 2015

Facial-feature detection and localization based on a hierarchical scheme
journal, March 2014

Discriminative saliency propagation with sink points
journal, December 2016

Salient Object Detection via Multiple Instance Learning
journal, April 2017

Saliency fusion via sparse and double low rank decomposition
journal, May 2018

Image Segmentation by Probabilistic Bottom-Up Aggregation and Cue Integration
journal, February 2012

Saliency detection via alternative optimization adaptive influence matrix model
journal, January 2018

A Level Set Approach to Image Segmentation With Intensity Inhomogeneity
journal, February 2016

Low-Rank Multi-View Embedding Learning for Micro-Video Popularity Prediction
journal, August 2018

Automatic Foveation for Video Compression Using a Neurobiological Model of Visual Attention
journal, October 2004

Predicting Image Memorability Through Adaptive Transfer Learning From External Sources
journal, May 2017

Learning graph affinities for spectral graph-based salient object detection
journal, April 2017

Salient object detection via boosting object-level distinctiveness and saliency refinement
journal, October 2017

A flexible framework of adaptive method selection for image saliency detection
journal, October 2015

Sketch2Photo: internet image montage
journal, December 2009

SLIC Superpixels Compared to State-of-the-Art Superpixel Methods
journal, November 2012

Structured low-rank inverse-covariance estimation for visual sentiment distribution prediction
journal, November 2018

Global Contrast Based Salient Region Detection
journal, March 2015

Integrating QDWD with pattern distinctness and local contrast for underwater saliency detection
journal, May 2018

Image retrieval using wavelet-based salient regions
journal, August 2011

A model of saliency-based visual attention for rapid scene analysis
journal, January 1998

Random Walks for Image Segmentation
journal, November 2006

Low-Rank Regularized Heterogeneous Tensor Decomposition for Subspace Clustering
journal, March 2018

Hierarchical Image Saliency Detection on Extended CSSD
journal, April 2016

Visual Saliency Detection via Sparsity Pursuit
journal, August 2010

Content-based image retrieval via a hierarchical-local-feature extraction scheme
journal, May 2018

Exploring Auxiliary Context: Discrete Semantic Transfer Hashing for Scalable Image Retrieval
journal, November 2018

Saliency detection via background and foreground seed selection
journal, March 2015

Locality constraint distance metric learning for traffic congestion detection
journal, March 2018

Discrete Multimodal Hashing With Canonical Views for Robust Mobile Landmark Search
journal, September 2017

Bridging the Vocabulary Gap between Health Seekers and Healthcare Knowledge
journal, February 2015

Visual-Patch-Attention-Aware Saliency Detection
journal, August 2015

Salient Object Detection With Spatiotemporal Background Priors for Video
journal, July 2017

Visual saliency estimation by nonlinearly integrating features using region covariances
journal, March 2013