Multimedia Analysis + Visual Analytics = Multimedia Analytics

To deal with the extent and variety of digital media, researchers are combining multimedia analysis and visual analytics to form the new field of multimedia analytics. This article gives some historical background, discusses surveys of related research, describes initial multimedia analytics research, and reports on benchmark datasets.

[1]  B. McCormick Visualization in scientific computing , 1988, SIGB.

[2]  James J. Thomas,et al.  Visualizing the non-visual: spatial analysis and interaction with information from text documents , 1995, Proceedings of Visualization 1995 Conference.

[3]  Dragutin Petkovic,et al.  Content-Based Representation and Retrieval of Visual Media: A State-of-the-Art Review , 1996 .

[4]  Shih-Fu Chang,et al.  Image Retrieval: Current Techniques, Promising Directions, and Open Issues , 1999, J. Vis. Commun. Image Represent..

[5]  Marcel Worring,et al.  Content-Based Image Retrieval at the End of the Early Years , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  Rainer Lienhart,et al.  Reliable Transition Detection in Videos: A Survey and Practitioner's Guide , 2001, Int. J. Image Graph..

[7]  Narendra Ahuja,et al.  Detecting Faces in Images: A Survey , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  Remco C. Veltkamp,et al.  A survey of content based 3D shape retrieval methods , 2004, Proceedings Shape Modeling Applications, 2004..

[9]  Elizabeth G. Hetzler,et al.  Analysis experiences using information visualization , 2004, IEEE Computer Graphics and Applications.

[10]  Marcel Worring,et al.  MediaMill: exploring news video archives based on learned semantics , 2005, MULTIMEDIA '05.

[11]  Kristin A. Cook,et al.  Illuminating the Path: The Research and Development Agenda for Visual Analytics , 2005 .

[12]  Acknowledgments , 2006, Molecular and Cellular Endocrinology.

[13]  Nicu Sebe,et al.  Content-based multimedia information retrieval: State of the art and challenges , 2006, TOMCCAP.

[14]  James Ze Wang,et al.  Image retrieval: Ideas, influences, and trends of the new age , 2008, CSUR.

[15]  William A. Pike,et al.  The Science of Analytic Reporting , 2009, Inf. Vis..

[16]  Michael G. Christel Automated Metadata in Multimedia Information Systems: Creation, Refinement, Use in Surrogates, and Evaluation , 2009, Automated Metadata in Multimedia Information Systems.

[17]  Richard May,et al.  Foundations and Frontiers in Visual Analytics , 2009, Inf. Vis..

[18]  Arnold W. M. Smeulders,et al.  Visual-Concept Search Solved? , 2010, Computer.

[19]  Rahul Sukthankar,et al.  Exploiting multi-level parallelism for low-latency activity recognition in streaming video , 2010, MMSys '10.

[20]  Kristen Grauman,et al.  Efficiently searching for similar images , 2010, Commun. ACM.