survey

When Location Meets Social Multimedia: A Survey on Vision-Based Recognition and Mining for Geo-Social Multimedia Analytics

Authors:

Xuelong LiAuthors Info & Claims

ACM Transactions on Intelligent Systems and Technology (TIST), Volume 6, Issue 1

Article No.: 1, Pages 1 - 18

https://doi.org/10.1145/2597181

Published: 26 March 2015 Publication History

Abstract

Coming with the popularity of multimedia sharing platforms such as Facebook and Flickr, recent years have witnessed an explosive growth of geographical tags on social multimedia content. This trend enables a wide variety of emerging applications, for example, mobile location search, landmark recognition, scene reconstruction, and touristic recommendation, which range from purely research prototype to commercial systems. In this article, we give a comprehensive survey on these applications, covering recent advances in recognition and mining of geographical-aware social multimedia. We review related work in the past decade regarding to location recognition, scene summarization, tourism suggestion, 3D building modeling, mobile visual search and city navigation. At the end, we further discuss potential challenges, future topics, as well as open issues related to geo-social multimedia computing, recognition, mining, and analytics.

References

[1]

A. Akbarzadeh, J. M. Frahm, P. Mordohai, and B. Clipp. 2006. Towards urban 3D reconstruction from video. In 3DPVT.

Digital Library

[2]

D. G. Aliaga, D. Yanovsky, T. Funkhouser, and I. Carlbom. 2003. Image sequence geolocation with human travel priors. In International Symposium on Interactive 3D Graphics.

[3]

Y. Aloimonos. 1993. Active Perception. Lawrence Erlbaum Associates.

Digital Library

[4]

S. Ben-David, J. Blitzer, K. Crammer, and F. Pereira. 2006. Analysis of representations for domain adaptation. In NIPS.

[5]

D. Blei, A. Ng, and M. Jordan. 2003. Latent Dirichlet allocation. Journal of Machine Learning Research 3, 993--1022.

Digital Library

[6]

S. Brin and L. Page. 1998. The anatomy of a large-scale hypertextual Web search engine. In World Wide Web.

Digital Library

[7]

S. Brin. 1995. Near neighbor search in large metric spaces. In VLDB. 574--584.

Digital Library

[8]

D. Brockmann, L. Hufnagel, and T. Geisel. 2006. The scaling laws of human travel. Nature 439, 7075, 462--465.

[9]

O. Buyukkokten, J. Cho, H. Garcia-Molina, L. Gravano, and N. Shivakumar. 1999. Exploiting geographic location information of web pages. In ACM SIGMOD Workshop on the Web and Databases.

[10]

I. Cadez and P. Bradley. 2001. Model based population tracking and automatic detection of distribution changes. In NIPS.

[11]

C. Campbell and K. P. Bennett. 2001. A linear programming approach to novelty detection. In NIPS.

[12]

L. Cao, Y. Gao, Q. Liu, and R. Ji. 2012. Geographical retagging. In Multimedia Modeling.

[13]

L.-L. Cao, J. Yu, J. Luo, and T. S. Huang. 2009. Enhancing semantic and geographic annotation of web images via logistic canonical correlation regression. In ACM Multimedia.

Digital Library

[14]

D. Crandall, L. Backstrom, D. Huttenlocher, and J. Kleinberg. 2009. Mapping the world’s photos. In WWW.

[15]

M. Cristani, A. Perina, U. Castellani, and V. Murino. 2008. Geolocated image analysis using latent representations. In CVPR.

[16]

P. E. Debevec, C. J. Taylor, and J. Malik. 1996. Modeling and rendering architecture from photographs: A hybrid geometry and image-based approach. In ACM SigGraph. 11--20.

Digital Library

[17]

D. Donoho. 2006. For most large underdetermined systems of equations, the minimal l1-norm near-solution approximates the sparsest near-solution. Communication on Pure and Applied Mathematics 59, 7, 907--934.

[18]

M. Dundar and J. Bi. 2007. Joint optimization of cascaded classifiers for computer aided detection. In CVPR.

[19]

E. D. Eade and T. W. Drummond. 2008. Unified loop closing and recovery for real time monocular SLAM. In BMVC.

[20]

EveryScape. 2009. Homepage. Retrieved from www.everyscape.com.

[21]

K. Fukunaga and P. M. Narendra. 1975. A branch and bound algorithms for computing k-nearest neighbors. IEEE Transactions on Computers 24, 7, 750--753.

Digital Library

[22]

L. Fei-Fei and P. Perona. 2007. A Bayesian hierarchical model for learning natural scene categories. In ICCV.

[23]

Y. Gao, J. Tang, R. Hong, Q. Dai, T.-S. Chua, and R. Jain. 2010. W2Go: A travel guidance system by automatic landmark ranking. In International Conference on Multimedia.

Digital Library

[24]

T. Goedeme and T. Tuytelaars. 2004. Fast wide baseline matching for visual navigation. In CVPR. 24--29.

[25]

M. C. Gonzalez, C. A. Hidalgo, and A.-L. Barabasi. 2008. Understanding individual human mobility patterns. Nature 453, 7196, 779--782.

[26]

K. Grauman and T. Darrell. 2007. Approximate correspondences in high dimensions. In NIPS.

[27]

A. Irschara, C. Zach, J. M. Frahm, and H. Bischof. 2009. From structure-from-motion point clouds to fast location recognition. In CVPR.

[28]

R. Ji, X. Xie, H. Yao, and W.-Y. Ma. 2009. Hierarchical optimization of visual vocabulary for effective and transferable retrieval. In CVPR.

[29]

R. I. Hartley and A. Zisserman. 2004. Multiple View Geometry. Cambridge University Press.

Digital Library

[30]

J. Hays and A. Efros. 2008. IMG2GPS: Estimating geographic information from a single image. In CVPR.

[31]

T. Hofmann. 2001. Unsupervised learning by probabilistic latent semantic analysis. Machine Learning 41, 177--196.

Digital Library

[32]

Y. Hu, M.-J. Li, Z. Li, and W.-Y. Ma. 2006. Discovering authoritative news sources and top news stories. Information Retrieval Technology, Section 2A: Web Information Retrieval.

Digital Library

[33]

J. Hu, S. You, and U. Neumann. 2003. Approaches to large-scale urban modeling. In IEEE Computer Graphics and Applications.

Digital Library

[34]

L. Hufnagel, D. Brockmann, and T. Geisel. 2004. Forecast and control of epidemics in a globalized world. PNAS 101, 24, 15124--15129.

[35]

Y. Li, D. J. Crandall, and D. P. Huttenlocher. 2009. Landmark recognition in large-scale image collections. In ICCV.

[36]

H. Li, R. K. Srihari, C. Niu, and W. Li. 2002. Location normalization for information extraction. In COLING.

Digital Library

[37]

H. Li, R. K. Srihari, C. Niu, and W. Li. 2003. InfoXtract location normalizations: A hybrid approach to geographic references in information extraction. In International Workshop on the Analysis of Geographic References.

Digital Library

[38]

A. Lippman. 1980. Movie maps: An application of the optical videodisc to computer graphics. In ACM SigGraph. 32--43.

Digital Library

[39]

D. Liu, M. Scott, R. Ji, H. Yao, and X. Xie. 2009. Geolocation sensitive image based advertisement platform. In ACM Multimedia.

Digital Library

[40]

Kleinberg. 1999. Authoritative sources in a hyperlinked environment. Journal of the ACM

Digital Library

[41]

H. Jegou, H. Harzallah, and C. Schmid. 2007. A contextual dissimilarity measure for accurate and efficient image search. CVPR.

[42]

R. Ji, Y. Gao, B. Zhong, H. Yao, and Q. Tian. 2012. Mining Flickr landmarks by modeling reconstruction sparsity. ACM Transactions on Multimedia Computing, Communication, and Application.

Digital Library

[43]

R. Ji, X. Xie, H. Yao, W.-Y. Ma, and Y. Wu. 2008. Vocabulary tree incremental indexing for scalable scene recognition. In IEEE International Conference on Multimedia and Expo.

[44]

R. Ji, X. Xie, H. Yao, and W.-Y. Ma. 2009a. Hierarchical optimization of visual vocabulary for effective and transferable retrieval. CVPR.

[45]

R. Ji, X. Xie, H. Yao, and W.-Y. Ma. 2009b. Mining city landmarks from blogs by graph modeling. In ACM Multimedia.

Digital Library

[46]

M. Jia, X. Fan, X. Xie, M. Li, and W.-Y. Ma. 2006. Photo-to-search: Using camera phones to inquire of the surrounding world. In Mobile Data Management.

Digital Library

[47]

Y. Jing and S. Baluju. 2008. PageRank for product image search. In World Wide Web.

Digital Library

[48]

F. Jing, L. Zhang, and W.-Y. Ma. 2006. VirtualTour: An online travel assistant based on high quality images. In ACM Multimedia.

Digital Library

[49]

D. Joshi, A. Gallagher, J. Yu, and J. Luo. 2010. Inferring photographic location using geotagged web images. In Multimedia Tools and Applications.

Digital Library

[50]

F. Jurie and B. Triggs. 2005. Creating efficient codebooks for visual recognition. In ICCV.

Digital Library

[51]

E. Kalogerakis, O. Vesselova, J. Hays, A. Efros, and A. Hertzmann. 2009. Image sequence geolocation with human travel priors. In CVPR.

[52]

Y. Keiji and B. Qiu. 2010. Mining regional representative photos from consumer-generated geotagged photos. In Handbook of Social Network Technologies and Applications.

[53]

L. Kennedy, M. Naaman, and S. Ahern. 2007. How Flickr helps us make sense of the world: Context and content in community contributed media collections. In ACM Multimedia.

Digital Library

[54]

H. Kretzschmar, C. Stachniss, C. Plagemann, and W. Burgard. 2008. Estimating landmark locations from geo-referenced photographs. In IEEE Conference on Intelligent Robots and Systems.

[55]

J. A. Lee, K.-C. Yow, and A. Sluzek. 2008. Image-based information guide on mobile devices. In Advances in Visual Computing.

Digital Library

[56]

T. Leung and J. Malik. 2005. Representation and recognition the visual appearance of materials using 3-d textons. International Journal of Computer Vision 32, 1, 29--44.

Digital Library

[57]

X. Li, C. Wu, C. Zach, S. Lazebnik, and J.-M. Frahm. 2008. Modeling and recognition of landmark image collections using iconic scene graphs. ECCV.

Digital Library

[58]

H. C. Longuet-Higgins. 1981. A computer algorithm for reconstructing a scene from two projections. Nature 293, 133--135.

[59]

D. G. Lowe. 2004. Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision 20, 2, 91--110.

Digital Library

[60]

J. Luo, D. Joshi, J. Yu, and A. Gallagher. 2011. Geotagging in multimedia and computer vision—a survey. Multimedia Tools and Applications 51, 1, 187--211.

Digital Library

[61]

Y. Ma, H. Derksen, W. Hong, and J. Wright. 2007. Segmentation of multivariate mixed data via lossy coding and compression. IEEE Transactions on Pattern Analysis and Machine Intelligence.

Digital Library

[62]

H. Mannilla, H. Toivonen, and A. Verkamo. 1997. Discovery of frequent episodes in event sequences. ACM SIGKDD.

[63]

J. Matas, O. Chum, M. Urban, and T. Pajla. 2004. Robust wide-baseline stereo from maximally stable extremal regions. Image and Vision Computing 22, 10, 761--767.

[64]

K. Mikolajczyk, B. Leibe, and B. Schiele. 2005. Local features for object class recognition. In ICCV.

Digital Library

[65]

D. Nister and H. Stewenius. 2006. Scalable recognition with a vocabulary tree. In CVPR.

Digital Library

[66]

J. Oliensis. 1999. A multi-frame structure-from-motion algorithm under perspective projection. International Journal of Computer Vision 34, 2--3, 163--192.

Digital Library

[67]

N. O’Hare, C. Gurrin, G. Jones, and A. Smeaton. 2005. Combination of content analysis and context features for digital photograph retrieval. In European Workshop on the Integration of Knowledge, Semantic and Digital Media Technology.

[68]

L. Paletta and G. Fritz. 2005. Urban object detection from mobile phone imagery using informative sift descriptors. In Scandinavian Conference on Image Analysis.

Digital Library

[69]

J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman. 2007. Object retrieval with large vocabulary and fast spatial matching. In CVPR.

[70]

M. Pollefeys, R. Koch, and L. Van Gool. 1999. Self-calibration and metric reconstruction in spite of varying and unknown internal camera parameters. International Journal of Computer Vision 32, 1, 7 -- 25.

Digital Library

[71]

M. Pollefeys and L. Van Gool. 2002. From images to 3D models. Communications of the ACM 45, 7, 50--55.

Digital Library

[72]

P. Resnick, N. Lacovou, M. Suchak, P. Bergstrom, and J. Riedl. 1994. GroupLens: An open architecture for collaborative filtering of netnews. In ACM Conference on Computer Supported Cooperative Work.

Digital Library

[73]

D. Robertson and R. Cipolla. 2004. An image-based system for urban navigation. In BMVC.

[74]

A. Roman, G. Garg, and M. Levoy. 2004. Interactive design of multi-perspective images for visualizing urban landscapes. In IEEE Conference on Visualization.

Digital Library

[75]

G. Salton and C. Buckley. 1988. Term-weighting approaches in automatic text retrieval. Information Processing and Management 24, 5, 513--523.

Digital Library

[76]

G. Schindler and M. Brown. 2007. City-scale location recognition. In CVPR.

[77]

H. Shao, T. Svoboda, T. Tuytelaars, and L. J. Van Gool. 2003. Hpat indexing for fast object/scene recognition based on local appearance. In CIVR.

Digital Library

[78]

H. Shao, T. Svoboda, and L. Van Gool. 2003. ZuBuD: Zurich Buildings Database for Image Based Recognition. Technical Report.

[79]

I. Simmon, N. Snavely, and S. M. Seitz. 2007. Scene summarization for online image collections. In ICCV.

[80]

J. Sivic and A. Zisserman. 2003. Video Google: A text retrieval approach to object matching in videos. In ICCV.

Digital Library

[81]

N. Snavely, S. Seitz, and R. Szeliski. 2006. PhotoTourism: Exploring photo collections in 3D. In ACM SigGraph.

Digital Library

[82]

P. Symeon, Z. Christos, K. Yiannis, and V. Athena. 2011. Cluster-based landmark and event detection for tagged photo collections. IEEE Multimedia 18, 1, 52--63.

Digital Library

[83]

R. Szeliski and S. B. Kang. 1994. Recovering 3D shape and motion from image streams using nonlinear least squares. Journal of Visual Communication and Image Representation 5, 1, 10--28.

[84]

R. Szeliski. 2006. Image alignment and stitching: A tutorial. Foundations and Trends in Computer Graphics and Computer Vision 2, 1, 1--104.

Digital Library

[85]

S. Teller, M. Antone, Z. Bodnar, M. Bosse, S. Coorg, M. Jethwa, and N. Master. 2003. Calibrated, registered images of an extended urban area. International Journal of Computer Vision 53, 1, 93--107.

Digital Library

[86]

R. Tibshirani. 1997. Regression shrinkage and selection via the Lasso. Journal of the Royal Statistical Society 58, 1, 267--288.

[87]

C. Tomasi and T. Kanade. 1992. Shape and motion from image streams under orthography: A factorization method. International Journal of Computer Vision 9, 2, 133--154.

Digital Library

[88]

C. Torniai, S. Batte, and S. Cayzer. 2007. Sharing, Discovering and Browsing Geotagged Pictures on the Web. HP Lab. Technical Report.

[89]

Travel Guide. 2008. Homepage. Retrieved from www.travel.msra.cn.

[90]

B. Triggs, Andrew Fitzgibbon, Richard Hartley, and Philip F. McLauchlan. 1999. Bundle adjustment—A modern synthesis. In International Workshop on Vision Algorithms. 298--372.

Digital Library

[91]

C. Tsai, A. Qamra, and E. Chang. 2005. Extent: Inferring image metadata from context and content. In ICME.

[92]

M. Vergauwen and L. Van Gool. 2006. Web-based 3D reconstruction service. Machine Vision and Applications 17, 2, 321--329.

Digital Library

[93]

P. Viola and M. Jones. 2001. Rapid object detection using a boosted cascade of simple features. In CVPR.

[94]

L. Wang. 2007. Toward a discriminative codebook: Codeword selection across multi-resolution. In CVPR.

[95]

C. Wang, X. Xie, L. Wang, Y. Lu, and W.-Y. Ma. 2005. Detecting geographic locations from web resources. In ACM Geographical Information Systems Workshop.

Digital Library

[96]

C. L. Wayne. 2000. Multilingual topic detection and tracking: Successful research enabled by corpora and evaluation. In International Conference of the Language Resources and Evaluation.

[97]

J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma. 2009. Robust face recognition via sparse representation. IEEE Transactions on Pattern Analysis and Machine Intelligence.

Digital Library

[98]

J. X. Xiao, J. N. Chen, D. Y. Yeung, and L. Quan. 2008. Structuring visual words in 3D for arbitrary-view object localization. In ECCV.

Digital Library

[99]

J. Xiao, T. Fang, P. Zhao, M. Lhuillier, L. Quan. 2009. Image-based street-side city modeling. In ACM SigGraph Asia.

Digital Library

[100]

J. Yang, Y.-G. Jiang, A. Hauptmann, and C.-W. Ngo. 2007. Evaluating bag-of-visual-words representations in scene classification. In ACM Multimedia.

Digital Library

[101]

J. Yang, J. Wright, T. Huang, and Y. Ma. 2008. Image super-resolution as sparse representation of raw image patches. In CVPR.

[102]

R. B. Yates and B. R. Neto. 1999. Modern Information Retrieval. ACM Press.

Digital Library

[103]

T. Yeh, J. Lee, and T. Darell. 2007. Adaptive vocabulary forest for dynamic indexing and category learning. In CVPR.

[104]

T. Yeh, K. Tollmar, and T. Darrell. 2004. Searching the web with mobile images for location recognition. In CVPR.

Digital Library

[105]

W. Zhang and J. Kosecka. 2006. Image based localization in urban environments. In International Symposium on 3D Data Processing, Visualization and Transmission.

Digital Library

[106]

Y. Zheng, L. Liu, L. Wang, and X. Xie. 2008. Learning transportation modes from raw GPS data for geographic application on the web. In World Wild Web.

Digital Library

[107]

Y.-T. Zheng, M. Zhao, Y. Song, and H. Adam. 2009. Tour the world: Building a web-scale landmark recognition engine. In CVPR.

Cited By

Hu XZhou YLyu LLan CShi QHou M(2023)Fast Dual-Feature Extraction Based on Tightly Coupled Lightweight Network for Visual Place RecognitionIEEE Access10.1109/ACCESS.2023.333137111(127855-127865)Online publication date: 2023
https://doi.org/10.1109/ACCESS.2023.3331371
Deng LLian DHuang ZChen E(2022)Graph Convolutional Adversarial Networks for Spatiotemporal Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems10.1109/TNNLS.2021.313617133:6(2416-2428)Online publication date: Jun-2022
https://doi.org/10.1109/TNNLS.2021.3136171
Samara DMagnisalis IPeristeras V(2020)Artificial intelligence and big data in tourism: a systematic literature reviewJournal of Hospitality and Tourism Technology10.1108/JHTT-12-2018-0118ahead-of-print:ahead-of-printOnline publication date: 29-May-2020
https://doi.org/10.1108/JHTT-12-2018-0118
Show More Cited By

Index Terms

When Location Meets Social Multimedia: A Survey on Vision-Based Recognition and Mining for Geo-Social Multimedia Analytics
1. Computing methodologies
  1. Artificial intelligence
    1. Computer vision
      1. Computer vision problems
      2. Computer vision tasks
        Scene understanding
2. Information systems
  1. Information retrieval
  2. Information systems applications

Recommendations

Mining flickr landmarks by modeling reconstruction sparsity
Special section on ACM multimedia 2010 best paper candidates, and issue on social media

In recent years, there have been ever-growing geographical tagged photos on the community Web sites such as Flickr. Discovering touristic landmarks from these photos can help us to make better sense of our visual world. In this article, we report our ...
Social multimedia: highlighting opportunities for search and mining of multimedia data in social media applications

In recent years, various Web-based sharing and community services such as Flickr and YouTube have made a vast and rapidly growing amount of multimedia content available online. Uploaded by individual participants, content in these immense pools of ...
Learning through Multimedia Interaction

This book reviews discusses the many ways we can use multimedia to help students learn within the classroom setting.

Comments

Information & Contributors

Information

Published In

cover image ACM Transactions on Intelligent Systems and Technology

ACM Transactions on Intelligent Systems and Technology Volume 6, Issue 1

April 2015

255 pages

ISSN:2157-6904

EISSN:2157-6912

DOI:10.1145/2745393

Issue’s Table of Contents

Copyright © 2015 ACM.

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 26 March 2015

Accepted: 01 December 2013

Revised: 01 October 2013

Received: 01 August 2013

Published in TIST Volume 6, Issue 1

Permissions

Request permissions for this article.

Request Permissions

Check for updates

Author Tags

Qualifiers

Survey
Survey
Refereed

Funding Sources

National Nature Science Foundation of China

Contributors

Other Metrics

View Article Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

36
Total Citations
View Citations
572
Total Downloads

Downloads (Last 12 months)21
Downloads (Last 6 weeks)3

Reflects downloads up to 06 Oct 2024

Other Metrics

View Author Metrics

Citations

Cited By

Hu XZhou YLyu LLan CShi QHou M(2023)Fast Dual-Feature Extraction Based on Tightly Coupled Lightweight Network for Visual Place RecognitionIEEE Access10.1109/ACCESS.2023.333137111(127855-127865)Online publication date: 2023
https://doi.org/10.1109/ACCESS.2023.3331371
Deng LLian DHuang ZChen E(2022)Graph Convolutional Adversarial Networks for Spatiotemporal Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems10.1109/TNNLS.2021.313617133:6(2416-2428)Online publication date: Jun-2022
https://doi.org/10.1109/TNNLS.2021.3136171
Samara DMagnisalis IPeristeras V(2020)Artificial intelligence and big data in tourism: a systematic literature reviewJournal of Hospitality and Tourism Technology10.1108/JHTT-12-2018-0118ahead-of-print:ahead-of-printOnline publication date: 29-May-2020
https://doi.org/10.1108/JHTT-12-2018-0118
Jiang SJiang CJiang W(2020)Efficient structure from motion for large-scale UAV images: A review and a comparison of SfM toolsISPRS Journal of Photogrammetry and Remote Sensing10.1016/j.isprsjprs.2020.04.016167(230-251)Online publication date: Sep-2020
https://doi.org/10.1016/j.isprsjprs.2020.04.016
More AChaudhuri S(2019)A Pseudo-likelihood Approach for Geo-localization of Events from Crowd-sourced Sensor-MetadataACM Transactions on Multimedia Computing, Communications, and Applications10.1145/332170115:3(1-26)Online publication date: 20-Aug-2019
https://dl.acm.org/doi/10.1145/3321701
Wu YGao FHuang YLin JChandrasekhar VYuan JDuan L(2019)Codebook-Free Compact Descriptor for Scalable Visual SearchIEEE Transactions on Multimedia10.1109/TMM.2018.285662821:2(388-401)Online publication date: 1-Feb-2019
https://dl.acm.org/doi/10.1109/TMM.2018.2856628
Zhao SGao YDing GChua T(2018)Real-Time Multimedia Social Event Detection in MicroblogIEEE Transactions on Cybernetics10.1109/TCYB.2017.276234448:11(3218-3231)Online publication date: Nov-2018
https://doi.org/10.1109/TCYB.2017.2762344
Zhang XWang SLi ZMa S(2018)Landmark Image Retrieval by Jointing Feature Refinement and Multimodal Classifier LearningIEEE Transactions on Cybernetics10.1109/TCYB.2017.271279848:6(1682-1695)Online publication date: Jun-2018
https://doi.org/10.1109/TCYB.2017.2712798
Yang YTan MDai Y(2017)An improved CS-LSSVM algorithm-based fault pattern recognition of ship power equipmentsPLOS ONE10.1371/journal.pone.017124612:2(e0171246)Online publication date: 9-Feb-2017
https://doi.org/10.1371/journal.pone.0171246
Fritze HDegbelo ABrüggentisch TKray C(2017)Feature-centric ranking algorithms for georeferenced video searchProceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems10.1145/3139958.3139976(1-10)Online publication date: 7-Nov-2017
https://dl.acm.org/doi/10.1145/3139958.3139976
Show More Cited By

View Options

Get Access

Login options

Check if you have access through your login credentials or your institution to get full access on this article.

Full Access

Get this Article

View options

PDF

View or Download as a PDF file.

eReader

View online with eReader.

Media

Figures

Other

Tables

View Issue’s Table of Contents