article

Social multimedia: highlighting opportunities for search and mining of multimedia data in social media applications

Author:

Mor NaamanAuthors Info & Claims

Multimedia Tools and Applications, Volume 56, Issue 1

Pages 9 - 34

https://doi.org/10.1007/s11042-010-0538-7

Published: 01 January 2012 Publication History

Abstract

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 content is accompanied by varied types of metadata, such as social network data or descriptive textual information. These collections present, at once, new challenges and exciting opportunities for multimedia research. This article presents an approach for "social multimedia" applications. The approach is based on the experience of building a number of successful applications that are based on mining multimedia content analysis in social multimedia context.

References

[1]

Abbasi R, Chernov S, Nejdl W, Paiu R, Staab S (2009) Exploiting flickr tags and groups for finding landmark photos. In: ECIR '09: proceedings of the 31th European conference on ir research on advances in information retrieval. Springer-Verlag, Berlin, Heidelberg, pp 654-661.

[2]

Adams B, Phung D, Venkatesh S (2006) Extraction of social context and application to personal multimedia exploration. In: MULTIMEDIA '06: proceedings of the 14th annual ACM international conference on multimedia. ACM, New York, NY, USA, pp 987-996.

[3]

Ahern S, Eckles D, Good N, King S, Naaman M, Nair R (2007) Over-exposed? privacy patterns and considerations in online and mobile photo sharing. In: CHI '07: proceedings of the SIGCHI conference on human factors in computing systems. ACM, New York, NY, USA.

[4]

Ahern S, King S, Naaman M, Nair R (2007) Summarization of online image collections via implicit feedback. In WWW '07: proceedings of the 16th international conference on World Wide Web. ACM, New York, NY, USA, pp 1325-1326.

[5]

Ahern S, Naaman M, Nair R, Yang JH-I (2007) World explorer: visualizing aggregate data from unstructured text in geo-referenced collections. In JCDL '07: proceedings of the seventh ACM/IEEE-CS joint conference on digital libraries. ACM, New York, NY, USA, pp 1-10.

[6]

Ames M, Naaman M (2007) Why we tag: motivations for annotation in mobile and online media. In: CHI '07: proceedings of the SIGCHI conference on human factors in computing systems. ACM, New York, NY, USA.

[7]

Baeza-Yates R, Ribeiro-Neto B (1999) Modern information retrieval. Addison Wesley.

[8]

Becker H, Naaman M, Gravano L (2009) Event identification in social media. In: WebDB '09: proceedings of the 12th international workshop on the web and databases: colocated with ACM SIGMOD.

[9]

Becker H, Naaman M, Gravano L (2010) Learning similarity metrics for event identification in social media. In: WSDM'10: proceedings of the third ACM international conference on web search and data mining. ACM, New York, NY, USA, pp 291-300.

[10]

Beerends JG, Stemerdink JA (1992) A perceptual audio quality measure based on a psychoacoustic sound representation. J Audio Eng Soc 40(12):963-978.

[11]

Berg TL, Forsyth DA (2007) Automatic ranking of iconic images. Technical report, U.C. Berkeley.

[12]

Beyer KS, Goldstein J, Ramakrishnan R, Shaft U (1999) When is "nearest neighbor" meaningful? In ICDT '99: proceedings of the 7th international conference on database theory. Springer-Verlag, London, UK, pp 217-235.

[13]

Boll S (2007) Multitube-where web 2.0 and multimedia could meet. IEEE Multimed 14(1):9-13.

Digital Library

[14]

Boll S, Bulterman D, Jain R, Chua T-S, Lienhart R, Wilcox L, Davis M, Venkatesh S (2004) Between context-aware media capture and multimedia content analysis: where do we find the promised land? In MULTIMEDIA '04: proceedings of the 12th annual ACM international conference on multimedia. ACM, New York, NY, USA, pp 868-868.

[15]

Boll S, Sandhaus P, Scherp A, Thieme S (2006) Metaxa--context- and content-driven metadata enhancement for personal photo books. In: Advances in multimedia modeling, pp 332-343.

Digital Library

[16]

Boll S, Sandhaus P, Scherp A, Westermann U (2007) Semantics, content, and structure of many for the creation of personal photo albums. In: MULTIMEDIA '07: proceedings of the 15th international conference on multimedia. ACM, New York, NY, USA, pp 641-650.

[17]

Boutemedjet S, Ziou D (2008) A graphical model for context-aware visual content recommendation. IEEE Trans Multimedia 10(1):52-62.

Digital Library

[18]

Bulterman DCA (2004) Is it time for a moratorium on metadata? IEEE MultiMed 11(4):10-17.

Digital Library

[19]

Cao L, Luo J, Huang TS (2008) Annotating photo collections by label propagation according to multiple similarity cues. In: MM '08: proceeding of the 16th ACM international conference on multimedia. ACM, New York, NY, USA, pp 121-130.

[20]

Chang E (2008) Organizing multimedia data socially. In: CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp 569-570.

[21]

Chang EY (2005) Extent: fusing context, content, and semantic ontology for photo annotation. In: CVDB '05: proceedings of the 2nd international workshop on computer vision meets databases. ACM, New York, NY, USA, pp 5-11.

[22]

Chen W-C, Battestini A, Gelfand N, Setlur V (2009) Visual summaries of popular landmarks from community photo collections. In: MM '09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 789-792.

[23]

Choudhury MD, Sundaram H, John A, Seligmann DD (2009) What makes conversations interesting? Themes, participants and consequences of conversations in online social media. In: WWW '09: proceeding of the 18th international conference on World Wide Web. ACM, New York, NY, USA.

[24]

Christel MG, Hauptmann AG, Wactlar HD (2002) Collages as dynamic summaries for news video. In:MULTIMEDIA '02: proceedings of the 10th international conference on multimedia. ACM, pp 561-569.

[25]

Crandall D, Backstrom L, Huttenlocher D, Kleinberg J (2009) Mapping the world's photos. In: WWW '09: proceeding of the 18th international conference on World Wide Web. ACM, New York, NY, USA.

[26]

Creswell JW (2002) Research design: qualitative, quantitative, and mixed methods approaches, 2nd edn. Sage Publications, Thousand Oaks, CA, USA.

[27]

Cunningham SJ, Nichols DM (2008) How people find videos. In: JCDL '08: proceedings of the Eigth ACM/IEEE joint conference on digital libraries. ACM, New York, NY, USA.

[28]

Das M, Farmer J, Gallagher A, Loui A (2008) Event-based location matching for consumer image collections. In: CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp 339-348.

[29]

Datta R, Joshi D, Li J, Wang JZ (2008) Image retrieval: ideas, influences, and trends of the new age. ACM Comput Surv 40(2):1-60.

Digital Library

[30]

Davis M, King S, Good N, Sarvas R (2004) From context to content: leveraging context to infer media metadata. In: Proceedings of the 12th international conference on multimedia (MM2004). ACM, pp 188-195.

[31]

Davis M, Smith M, Stentiford F, Bambidele A, Canny J, Good N, King S, Janakiraman R (2006) Using context and similarity for face and location identification. In: Proceedings of the IS&T/SPIE 18th annual symposium on electronic imaging science and technology.

[32]

Dubinko M, Kumar R, Magnani J, Novak J, Raghavan P, Tomkins A (2006) Visualizing tags over time. In:WWW'06: proceedings of the 15th international conference on WorldWideWeb. ACM, New York, NY, USA, pp 193-202.

[33]

Duda RO, Hart PE, Stork DG (2000) Pattern classification, 2nd edn. Wiley-Interscience.

[34]

Elliott B, Özsoyoglu ZM (2008) Annotation suggestion and search for personal multimedia objects on the web. In: CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp 75-84.

[35]

Flickr.com (2010) http://www.flickr.com

[36]

Graham A, Garcia-Molina H, Paepcke A, Winograd T (2002) Time as essence for photo browsing through personal digital libraries. In: JCDL '02: proceedings of the second ACM/IEEE-CS joint conference on digital libraries.

[37]

Haitsma J, Kalker T (2003) A highly robust audio fingerprinting system with an efficient search strategy. J New Music Res 32(2):211-221.

[38]

Hao Q, Cai R, Wang XJ, Yang JM, Pang Y, Zhang L (2009) Generating location overviews with images and tags by mining user-generated travelogues. In: MM '09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 801-804.

[39]

Jaffe A, Naaman M, Tassa T, Davis M (2006) Generating summaries and visualization for large collections of geo-referenced photographs. In: MIR '06: proceedings of the 8th ACM international workshop on multimedia information retrieval. ACM, New York, NY, USA, pp 89-98.

[40]

Jaimes A, Christel M, Gilles S, Sarukkai R, Ma W-Y (2005) Multimedia information retrieval: what is it, and why isn't anyone using it? In: MIR '05: proceedings of the 7th ACM SIGMM international workshop on multimedia information retrieval. ACM, New York, NY, USA, pp 3-8.

[41]

Ji R, Xie X, Yao H, Ma W-Y (2009) Mining city landmarks from blogs by graph modeling. In:MM'09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 105-114.

[42]

Jing F, Zhang L, Ma W-Y (2006) Virtualtour: an online travel assistant based on high quality images. In: Proceedings of the 14th international conference on multimedia (MM2005). ACM, New York, NY, USA, pp 599-602.

[43]

Joshi D, Luo J (2008) Inferring generic activities and events from image content and bags of geotags. In: Proceedings of the 2008 international conference on content-based image and video retrieval. ACM, Niagara Falls, Canada, pp 37-46.

[44]

Kennedy LS, Chang S-F (2007) A reranking approach for context-based concept fusion in video indexing and retrieval. In: CIVR '07: proceedings of the 6th ACM international conference on image and video retrieval. ACM, New York, NY, USA, pp 333-340.

[45]

Kennedy LS, Naaman M (2008) Generating diverse and representative image search results for landmarks. In: WWW '08: proceeding of the 17th international conference on World Wide Web. ACM, New York, NY, USA, pp 297-306.

[46]

Kennedy L, Naaman M (2009) Less talk, more rock: automated organization of community-contributed collections of concert videos. In: WWW '09: proceeding of the 18th international conference on WorldWide Web. ACM, New York, NY, USA.

[47]

Kennedy L, Chang S-F, Kozintsev I (2006) To search or to label? Predicting the performance of search-based automatic image classifiers. In: Proceedings of the 8th ACM international workshop on multimedia information retrieval, pp 249-258.

[48]

Kennedy L, Naaman M, Ahern S, Nair R, Rattenbury T (2007) How flickr helps us make sense of the world: context and content in community-contributed media collections. In: Proceedings of the 15th international conference on multimedia (MM2007). ACM, New York, NY, USA, pp 631-640.

[49]

Lew MS, Sebe N, Djeraba C, Jain R (2006) Content-based multimedia information retrieval: state of the art and challenges. ACM TOMCCAP 2(1):1-19.

Digital Library

[50]

Liu Y, Zhang D, Lu G, Ma W-Y (2009) A survey of content-based image retrieval with high-level semantics. Pattern Recogn. 40(1):262-282.

[51]

Lowe DG (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91-110.

Digital Library

[52]

Luo J, Boutell M, Brown C (2006) Pictures are not taken in a vacuum--an overview of exploiting context for semantic scene content understanding. IEEE Signal Process Mag 23(2):101-114.

[53]

Manjunath BS, MaWY (1996) Texture features for browsing and retrieval of image data. IEEE Trans Pattern Anal Mach Intell 18(8):837-842.

Digital Library

[54]

Mertens R, Farzan R, Brusilovsky P (2006) Social navigation in web lectures. In: HYPERTEXT '06: proceedings of the seventeenth conference on hypertext and hypermedia.ACM, New York, NY, USA, pp 41-44.

[55]

Naaman M, Nair R (2008) ZoneTag's collaborative tag suggestions: what is this person doing in my phone? IEEE Multimed 15(3):34-40.

Digital Library

[56]

Naaman M, Garcia-Molina H, Paepcke A, Yeh RB (2005) Leveraging context to resolve identity in photo albums. In: JCDL '05: proceedings of the Fifth ACM/IEEE-CS joint conference on digital libraries. ACM Press.

[57]

Naaman M, Harada S, Wang Q, Garcia-Molina H, Paepcke A (2004) Context data in geo-referenced digital photo collections. In: Proceedings of the 12th international conference on multimedia (MM2004). ACM

[58]

Naaman M, Nair R, Kaplun V (2008) Photos on the go: a mobile application case study. In: CHI '08: proceeding of the twenty-sixth annual SIGCHI conference on human factors in computing systems. ACM, New York, NY, USA, pp 1739-1748.

[59]

Naaman M, Paepcke A, Garcia-Molina H (2003) From where to what: metadata sharing for digital photographs with geographic coordinates. In: 10th international conference on cooperative information systems (CoopIS).

[60]

Naaman M, Song YJ, Paepcke A, Garcia-Molina H (2004) Automatic organization for digital photographs with geographic coordinates. In:JCDL '04: proceedings of the fourth ACM/IEEE-CS joint conference on digital libraries.

[61]

Naci SU, Hanjalic A (2007) Intelligent browsing of concert videos. In: MULTIMEDIA '07: proceedings of the 15th international conference on multimedia. ACM, New York, NY, USA, pp 150-151.

[62]

Nair R, Reid N, DavisM(2005) Photo LOI: browsing multi-user photo collections. In: Proceedings of the 13th international conference on multimedia (MM2005). ACM.

[63]

Negoescu RA, Gatica-Perez D (2008) Analyzing flickr groups. In: CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp 417-426.

[64]

Negoescu R-A, Adams B, Phung D, Venkatesh S, Gatica-Perez D (2009) Flickr hypergroups. In:MM'09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 813-816.

[65]

Nov O, Naaman M, Ye C (2008) What drives content tagging: the case of photos on flickr. In: CHI '08: proceeding of the twenty-sixth annual SIGCHI conference on human factors in computing systems. ACM, New York, NY, USA, pp 1097-1100.

[66]

O'Hare N, Smeaton AF (2009) Context-aware person identification in personal photo collections. IEEE Trans Multimedia 11(2):220-228.

Digital Library

[67]

O'Hare N, Gurrin C, Jones GJF, Smeaton AF (2005) Combination of content analysis and context features for digital photograph retrieval. In: 2nd IEE European workshop on the integration of knowledge, semantic and digital media technologies.

[68]

O'Hare N, Gurrin C, Lee H, Murphy N, Smeaton AF, Jones GJF (2005) My digital photos: Where and when? In: Proceedings of the 13th international conference on multimedia (MM2005). ACM.

[69]

O'Hare N, Lee H, Cooray S, Gurrin C, Jones G, Malobabic J, O'Connor N, Smeaton A, Uscilowski B (2006) MediAssist: using content-based analysis and context to manage personal photo collections. In: Image and video retrieval, pp 529-532.

Digital Library

[70]

Olsen DR Jr (2007) Evaluating user interface systems research. In: UIST '07: proceedings of the 20th annual ACM symposium on user interface software and technology, pp 251-258.

[71]

Paillard B, Mabilleau P, Morissette S, Soumagne J (1992) PERCEVAL: perceptual evaluation of the quality of audio signals. J Audio Eng Soc 40(1/2):21-31.

[72]

Palmer S, Rosch E, Chase P (1981) Canonical perspective and the perception of objects. In: Long JB, Baddeley AD (eds) Attention and performance IX. Lawrence Erlbaum Associates, Hillsdale, N.J., pp 135-151.

[73]

Pigeau A, Gelgon M (2004) Organizing a personal image collection with statistical model-based ICL clustering on spatio-temporal camera phone meta-data. J Vis Commun Image Represent 15(3):425-445.

Digital Library

[74]

Qi G-J, Hua X-S, Zhang H-J (2009) Learning semantic distance from community-tagged media collection. In: MM '09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 243-252.

[75]

Rattenbury T, Good N, Naaman M (2007) Towards automatic extraction of event and place semantics from flickr tags. In: Proceedings of the thirtieth annual international ACM SIGIR conference on research and development in information retrieval. ACM, New York, NY, USA, pp 103-110.

[76]

Salovaara A, Jacucci G, Oulasvirta Timo Saari A, Kanerva P, Kurvinen E, Tiitta S (2006) Collective creation and sense-making of mobile media. In: CHI '06: proceedings of the SIGCHI conference on human factors in computing systems. ACM, New York, NY, USA, pp 1211- 1220.

[77]

Schmitz P (2006) Inducing ontology from flickr tags. In: Proceedings of the workshop on collaborative web tagging at WWW2006.

[78]

Setz AT, Snoek CGM (2009) Can social tagged images aid concept-based video search? In: ICME'09: proceedings of the 2009 IEEE international conference on multimedia and Expo. IEEE Press, Piscataway, NJ, USA, pp 1460-1463.

[79]

Shamma DA, Shaw R, Shafton PL, Liu Y (2007) Watch what I watch: using community activity to understand content. In:MIR '07: proceedings of the international workshop on workshop on multimedia information retrieval. ACM, New York, NY, USA, pp 275-284.

[80]

Shamma DA, Bastea-ForteM, Joubert N, Liu Y (2008) Enhancing online personal connections through the synchronized sharing of online video. In: CHI '08: CHI '08 extended abstracts on human factors in computing systems. ACM, New York, NY, USA, pp 2931-2936.

[81]

Shamma DA, Kennedy L, Churchill EF (2009) Tweet the debates: understanding community annotation of uncollected sources. In: WSM '09: proceedings of the first SIGMM workshop on Social media. ACM, New York, NY, USA, pp 3-10.

[82]

Shamma DA, Kennedy L, Churchill E (2010) Statler: summarizing media through shortmessage services. In: CSCW '10: proceedings of the 2010 ACM conference on computer supported cooperative work. ACM, New York, NY, USA.

[83]

Shaw R, Schmitz P (2006) Community annotation and remix: a research platform and pilot deployment. In: HCM '06: proceedings of the 1st ACM international workshop on human-centered multimedia. ACM, New York, NY, USA, pp 89-98.

[84]

Shneiderman B (2008) COMPUTER SCIENCE: Science 2.0. Science 319(5868):1349-1350.

[85]

Shrestha P, Weda H, Barbieri M, Sekulovski D (2006) Synchronization of multiple video recordings based on still camera flashes. In: MULTIMEDIA '06: proceedings of the 14th international conference on multimedia. ACM, pp 137-140.

[86]

Shrestha P, Barbieri M, Weda H (2007) Synchronization of multi-camera video recordings based on audio. In: MULTIMEDIA '07: proceedings of the 15th international conference on multimedia. ACM, pp 545-548.

[87]

Sigurbjörnsson B, van Zwol R (2008) Flickr tag recommendation based on collective knowledge. In: WWW '08: proceeding of the 17th international conference on World Wide Web. ACM, New York, NY, USA, pp 327-336.

[88]

Simon I, Snavely N, Seitz SM (2007) Scene summarization for online image collections. In: ICCV '07: proceedings of the 11th IEEE international conference on computer vision.

[89]

Sinha P, Jain R (2008) Classification and annotation of digital photos using optical context data. In: CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval. ACM, New York, NY, USA, pp 309-318.

[90]

Smeulders AWM, Worring M, Santini S, Gupta A, Jain R (2000) Content-based image retrieval at the end of the early years. IEEE Trans Pattern Anal Mach Intell 22(12):1349-1380.

Digital Library

[91]

Snavely N, Garg R, Seitz SM, Szeliski R (2008) Finding paths through the world's photos. In: SIGGRAPH '08: proceedings of ACM SIGGRAPH. ACM, New York, NY, USA, pp 1-11.

[92]

Snoek CGM, Worring M, Smeulders AWM, Freiburg B (2007) The role of visual content and style for concert video indexing. In: IEEE international conference on multimedia and expo, pp 252-255, 2-5 July 2007.

[93]

Strickerand M, Orengo M (1995) Similarity of color images. In: Proc. SPIE storage and retrieval for image and video databases vol 2420, pp 381-392.

[94]

Syeda-Mahmood T, Ponceleon D (2001) Learning video browsing behavior and its application in the generation of video previews. In: MULTIMEDIA '01: proceedings of the 9th ACM international conference on multimedia. ACM, New York, NY, USA, pp 119-128.

[95]

Tang J, Yan S, Hong R, Qi G-J, Chua T-S (2009) Inferring semantic concepts from community-contributed images and noisy tags. In:MM'09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 223-232.

[96]

Thiede T, Treurniet WC, Bitto R, Schmidmer C, Sporer T, Beerends JG, Colomes C (2000) PEAQ-the ITU standard for objective measurement of perceived audio quality. J Audio Eng Soc 48(1/2):3-29.

[97]

Toyama K, Logan R, Roseway A (2003) Geographic location tags on digital images. In: Proceedings of the 11th international conference on multimedia (MM2003). ACM, pp 156-166.

[98]

Tsai C-M, Qamra A, Chang E (2005) Extent: inferring image metadata from context and content. In: IEEE International conference on multimedia and expo.

[99]

Uchihashi S, Foote J, Girgensohn A (1999) Video manga: generating semantically meaningful video summaries. In: MULTIMEDIA '99: proceedings of the 7th international conference on multimedia. ACM, pp 383-392.

[100]

van Houten Y, Naci U, Freiburg B, Eggermont R, Schuurman S, Hollander D, Reitsma J, Markslag M, Kniest J, Veenstra M, Hanjalic A (2005) The multimedian concert-video browser. In: IEEE international conference on multimedia and expo, 2005. ICME, pp 1561-1564, 6-6 July 2005.

[101]

Wang A (2003) An industrial strength audio search algorithm. In: Proceedings of the international conference on music information retrieval.

[102]

Wang M, Yang K, Hua X-S, Zhang H-J (2009) Visual tag dictionary: interpreting tags with visual words. In: WSMC '09: proceedings of the 1st workshop on web-scale multimedia corpus. ACM, New York, NY, USA, pp 1-8.

[103]

Westermann U, Jain R (2007) Toward a common event model for multimedia applications. IEEE Multimed 14(1):19-29.

Digital Library

[104]

Wu Y, Chang EY, Tseng BL (2005) Multimodal metadata fusion using causal strength. In: Proceedings of the 13th international conference on multimedia (MM2005). ACM, New York, NY, USA, pp 872-881.

[105]

Wu L, Hua X-S, Yu N, MaW-Y, Li S (2008) Flickr distance. In:MM'08: proceeding of the 16th ACM international conference on multimedia. ACM, New York, NY, USA, pp 31-40.

[106]

Wu L, Hoi SCH, Jin R, Zhu J, Yu N (2009) Distance metric learning from uncertain side information with application to automated photo tagging. In: MM '09: proceedings of the seventeen ACM international conference on multimedia. ACM, New York, NY, USA, pp 135- 144.

[107]

YouTube (2010) http://youtube.com/

[108]

Zheng Y-T, Zhao M, Song Y, Adam H, Buddemeier U, Bissacco A, Brucher F, Chua T-S, Neven H (2009) Tour the world: building a web-scale landmark recognition engine. In: CVPR '09: IEEE conference on computer vision and pattern recognition, pp 1085-1092.

[109]

Zheng Y-T, Zhao M, Song Y, Adam H, Buddemeier U, Bissacco A, Brucher F, Chua T-S, Neven H (2009) Tour the world: building a web-scale landmark recognition engine. In: CVPR workshops 2009: IEEE computer society conference on computer vision and pattern recognition workshops, 2009, pp 1085-1092.

[110]

Zunjarwad A, Sundaram H, Xie L (2007) Contextual wisdom: social relations and correlations for multimedia event annotation. In: Proceedings of the 15th international conference on multimedia, pp 615-624.

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cover image Multimedia Tools and Applications

Multimedia Tools and Applications Volume 56, Issue 1

January 2012

220 pages

ISSN:1380-7501

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Copyright © Copyright © 2012 Springer Science+Business Media, LLC.

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Published: 01 January 2012

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Liu TWan JDai XLiu FYou QLuo J(2020)Sentiment Recognition for Short Annotated GIFs Using Visual-Textual FusionIEEE Transactions on Multimedia10.1109/TMM.2019.293680522:4(1098-1110)Online publication date: 1-Apr-2020
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Pandove DGoel SRani R(2018)Systematic Review of Clustering High-Dimensional and Large DatasetsACM Transactions on Knowledge Discovery from Data10.1145/313208812:2(1-68)Online publication date: 23-Jan-2018
https://dl.acm.org/doi/10.1145/3132088
Bracamonte TBustos BPoblete BSchreck T(2018)Extracting semantic knowledge from web context for multimedia IRMultimedia Tools and Applications10.1007/s11042-017-4997-y77:11(13853-13889)Online publication date: 1-Jun-2018
https://dl.acm.org/doi/10.1007/s11042-017-4997-y
Nixon LZhu SFischer FRafelsberger WGöbel MScharl AMezaris VNixon LPapadopoulos SSpangenberg J(2017)Video Retrieval for Multimedia Verification of Breaking News on Social NetworksProceedings of the First International Workshop on Multimedia Verification10.1145/3132384.3132386(13-21)Online publication date: 27-Oct-2017
https://dl.acm.org/doi/10.1145/3132384.3132386
(2017)BibliographyFrontiers of Multimedia Research10.1145/3122865.3122878(315-377)Online publication date: 19-Dec-2017
https://dl.acm.org/doi/10.1145/3122865.3122878
Chen KCai WShea RHuang CLiu JLeung VHsu C(2017)Cloud gamingFrontiers of Multimedia Research10.1145/3122865.3122877(287-314)Online publication date: 19-Dec-2017
https://dl.acm.org/doi/10.1145/3122865.3122877
Hsu CHong HElgamal TNahrstedt KVenkatasubramanian N(2017)Multimedia fog computingFrontiers of Multimedia Research10.1145/3122865.3122876(255-286)Online publication date: 19-Dec-2017
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