Semantic analysis and retrieval in personal and social photo collections

Multimedia Tools and Applications

Volumn 51, Issue 1, 2011, Pages 5-33

  Sandhaus, Philipp ^b   Boll, Susanne ^a  

^a UNIVERSITY OF OLDENBURG   (Germany)

^b NONE

Author keywords

Personal photos; Semantic image retrieval; Social photo collections; Survey

Indexed keywords

ADDITIONAL KNOWLEDGE; AUTOMATIC REASONING; CURRENT RESEARCHES; DIGITAL PHOTOS; FUTURE DIRECTIONS; PERSONAL PHOTOS; PHOTO COLLECTIONS; RESEARCH COMMUNITIES; RETRIEVAL SYSTEMS; SEMANTIC ANALYSIS; SEMANTIC IMAGE RETRIEVAL; SEMANTIC UNDERSTANDING;

IMAGE ANALYSIS; IMAGE RETRIEVAL; RESEARCH; SEMANTICS; SOCIAL ASPECTS; SURVEYS;

COMPUTER GRAPHICS;

EID: 78651408054     PISSN: 13807501     EISSN: 15737721     Source Type: Journal    
DOI: 10.1007/s11042-010-0673-1     Document Type: Article

References (166)

1. 3rd special workshop on multimedia semantics (2005). Pisa, Italy
2. ACM (2010) Multimedia Grand Challenge. http://comminfo.rutgers.edu/ conferences/mmchallenge/
3. Adobe (2005) Xmp specification. Tech. rep., Adobe Systems Inc. http://www.adobe.com/products/xmp/
4. Aigrain P, Zhang H, Petkovic D (1996) Content-based representation and retrieval of visual media: a state-of-the-art review. In: Representation and retrieval of visual media in multimedia systems, pp 3-26
5. Ames M, Eckles D, Naaman M, Spasojevic M, Van House N (2009) Requirements for mobile photoware. Personal and ubiquitous computing. doi: 10.1007/s00779-009-0237-4
6. X Anguera J Xu N Oliver 2008 Multimodal photo annotation and retrieval on a mobile phone MIR '08: proceeding of the 1st ACM international conference on multimedia information retrieval ACM New York, NY, USA 188 194 10.1145/1460096.1460127 10.1145/1460096.1460127
7. Ardizzone E, La Cascia M, Vella F (2008) Mean shift clustering for personal photo album organization. In: Proc. of ICIP 2008. 15th IEEE international conference on image processing, pp 85-88. doi: 10.1109/ICIP.2008.4711697
8. Arni T, Tang J, Sanderson M, Clough P (2008) Creating a test collection to evaluate diversity in image retrieval. Beyond binary relevance: preferences, diversity and set-level judgments
9. Aslandogan Y, Yu C (2000) Diogenes: a web search agent for content based indexing of personal images. In: Proceedings of ACM SIGIR, pp 481-482 (Pubitemid 32485861)
10. İ AvcIbaş B Sankur K Sayood 2002 Statistical evaluation of image quality measures Electron Imaging 11 206 10.1117/1.1455011 (Pubitemid 34536986)
11. Banerjee S, Evans B (2004) Unsupervised automation of photographic composition rules in digital still cameras. In: Proceedings of SPIE, vol 5301, pp 364-373
12. H Becker M Naaman L Gravano 2010 Learning similarity metrics for event identification in social media WSDM '10: proceedings of the third ACM international conference on web search and data mining ACM New York, NY, USA 291 300 10.1145/1718487.1718524 10.1145/1718487.1718524
13. F Bentley C Metcalf G Harboe 2006 Personal vs CHI '06: proceedings of the SIGCHI conference on human factors in computing systems 10 ACM New York, NY, USA 667 676 10.1145/1124772.1124871 10.1145/1124772.1124871
14. T Berners-Lee J Hendler O Lassila 2001 et al The semantic web Sci Am 284 5 28 37 10.1038/scientificamerican0501-34 (Pubitemid 43964318)
15. Bloehdorn S, Petridis K, Saathoff C, Simou N, Tzouvaras V, Avrithis Y, Handschuh S, Kompatsiaris Y, Staab S, Strintzis M (2005) Semantic annotation of images and videos for multimedia analysis. In: The semantic web: research and applications, pp 592-607 (Pubitemid 41422091)
16. Boutell M, Luo J (2004) Bayesian fusion of camera metadata cues in semantic scene classification. In: CVPR (Pubitemid 38804466)
17. M Boutell J Luo 2004 Photo classification by integrating image content and camera metadata ICPR '04: proceedings of the pattern recognition, 17th international conference on (ICPR'04), vol 4 10 IEEE Computer Society Washington, DC, USA 901 904 10.1109/ICPR.2004.69 10.1109/ICPR.2004.1333918
18. MR Boutell J Luo 2005 Beyond pixels: exploiting camera metadata for photo classification Pattern Recogn 38 6 935 946 10.1016/j.patcog.2004.11.013 (Pubitemid 40308640)
19. Boutell M, Brown C, Luo J (2006) Exploiting context for semantic scene classification. Univ. Rochester, Rochester, NY, Tech. Rep 894 (Pubitemid 44476385)
20. A Bovik H Sheikh 2005 No-reference quality assessment using natural scene statistics: JPEG2000 IEEE Trans Image Process 14 2005 1918 1927 (Pubitemid 41646081)
21. D Boyd NB Ellison 2007 Social network sites: definition, history, and scholarship J Comput-Mediat Commun 13 1 210 230 10.1111/j.1083-6101.2007.00393.x
22. Bryant R (2007) Data-intensive supercomputing: the case for DISC. School of Computer Science, Carnegie Mellon University, Tech. Rep. Technical Report CMU-CS-07-128
23. Burnett IS, Pereira F, Walle RVd, Koenen R (2006) The MPEG-21 book. Wiley, New York
24. L Cao J Luo TS Huang 2008 Annotating photo collections by label propagation according to multiple similarity cues MM '08: proceeding of the 16th ACM international conference on multimedia ACM New York, NY, USA 121 130 10.1145/1459359.1459376 10.1145/1459359.1459376
25. Chalfen R (1987) Snapshot versions of life. Bowling Green University Popular Press
26. K Chandramouli E Izquierdo 2010 Semantic structuring and retrieval of event chapters in social photo collections MIR '10: proceedings of the international conference on multimedia information retrieval ACM New York, NY, USA 507 516 10.1145/1743384.1743472.
27. NS Chang KS Fu 1980 Query-by-pictorial-example IEEE Trans Softw Eng 6 6 519 524 10.1109/TSE.1980.230801 10.1109/TSE.1980.230801
28. C Chen M Oakes J Tait 2006 Browsing personal images using episodic memory (time + location) Adv in IR 3936 362 372 10.1007/11735106-32 (Pubitemid 44029478)
29. A Chianese A Picariello L Sansone ML Sapino 2004 Managing uncertainties in image databases: a fuzzy approach Multimed Tools Appl 23 3 237 252 10.1023/B:MTAP.0000031759.22145.5d 10.1023/B:MTAP.0000031759.22145.5d
30. Chu C, Kim S, Lin Y, Yu Y, Bradski G, Ng A, Olukotun K (2007) Map-reduce for machine learning on multicore. In: Advances in neural information processing systems 19: proceedings of the 2006 conference. MIT Press, Cambridge, p 281
31. Comité International des Télécommunications de Presse (1999) IPTC-NAA information interchange model version 4. Tech. rep. http://www.iptc.org/IIM/
32. M Cooper J Foote A Girgensohn L Wilcox 2005 Temporal event clustering for digital photo collections ACM Trans Multimed Comput Commun Appl 1 3 269 288 10.1145/1083314.1083317 10.1145/1083314.1083317
33. A Crabtree T Rodden J Mariani 2004 Collaborating around collections: informing the continued development of photoware CSCW '04: proceedings of the 2004 ACM conference on computer supported cooperative work ACM New York, NY, USA 396 405 10.1145/1031607.1031673 (Pubitemid 40928542)
34. Cusano C, Ciocca G, Schettini R (2003) Image annotation using SVM. In: Santini S, Schettini R (eds) Society of photo-optical instrumentation engineers (SPIE) conference series, pp 330-338
35. N Damera-Venkata TD Kite WS Geisler BL Evans AC Bovik 2004 Image quality assessment based on a degradation model IEEE Trans Image Process 9 4 636 650 10.1109/83.841940
36. Datta R, Joshi D, Li J, Wang JZ (2006) Studying aesthetics in photographic images using a computational approach. In: Leonardis A, Bischof H, Pinz A (eds) ECCV (3). Lecture notes in computer science, vol 3953. Springer, pp 288-301. http://infolab.stanford.edu/~wangz/project/imsearch/Aesthetics/ECCV06/ (Pubitemid 44029685)
37. Datta R, Ge W, Liu J, Wang JZ (2007) Image retrieval: ideas, influences, and trends of the new age. In: ACM computing surveys, 2007. http://wang.ist.psu. edu/survey/analysis/ (Pubitemid 351685498)
38. Datta R, Li J, Wang JZ (2007) Learning the consensus on visual quality for next-generation image management. In: Proceedings of the ACM multimedia conference. http://infolab.stanford.edu/~wangz/project/imsearch/ALIP/ACMM M07A/
39. Datta R, Li J, Wang J (2008) Algorithmic inferencing of aesthetics and emotion in natural images: an exposition. In: 15th IEEE international conference on image processing, pp 105-108
40. J Dean S Ghemawat 2008 Mapreduce: simplified data processing on large clusters Commun ACM 51 1 107 113 10.1145/1327452.1327492 10.1145/1327452.1327492
41. Digital Imaging Group (2001) DIG35 specification-metadata for digital images-version 1.1. Tech. rep. http://www.digitalimaging.org
42. Duygulu P, Barnard K, De Freitas J, Forsyth D (2006) Object recognition as machine translation: learning a lexicon for a fixed image vocabulary. In: Computer vision-ECCV 2002, pp 349-354
43. Y Eisenthal G Dror E Ruppin 2006 Facial attractiveness: beauty and the machine Neural Comput 18 1 119 142 10.1162/089976606774841602 10.1162/089976606774841602 (Pubitemid 43543853)
44. Eskicioglu A (2000) Quality measurement for monochrome compressed images in the past 25 years. In: IEEE international conference on acoustics speech and signal processing, vol 4
45. A Eskicioglu P Fisher 1995 Image quality measures and their performance IEEE Trans Commun 43 12 2959 2965 10.1109/26.477498 10.1109/26.477498
46. X Fan X Xie Z Li M Li WY Ma 2005 Photo-to-search: using multimodal queries to search the web from mobile devices MIR '05: proceedings of the 7th ACM SIGMM international workshop on multimedia information retrieval ACM New York, NY, USA 143 150 10.1145/1101826.1101851 10.1145/1101826.1101851 (Pubitemid 43727912)
47. M Flickner H Sawhney W Niblack J Ashley Q Huang B Dom M Gorkani J Hafner D Lee D Petkovic D Steele P Yanker 1995 Query by image and video content: the qbic system Computer 28 9 23 32 10.1109/2.410146 10.1109/2.410146
48. Frankel C, Swain MJ, Athitsos V (1996) WebSeer: an image search engine for the world wide web. Tech. rep., University of Chicago, Chicago, IL, USA
49. D Frohlich A Kuchinsky C Pering A Don S Ariss 2002 Requirements for photoware CSCW '02: proceedings of the 2002 ACM conference on computer supported cooperative work ACM New York, NY, USA 166 175 10.1145/587078.587102 10.1145/587078.587102 http://portal.acm.org/citation.cfm?id=587102
50. Frohlich D, Wall S, Kiddle G (2008) Collaborative photowork: challenging the boundaries between photowork and phototalk. In: Proc. of CHI workshop on collocated social practices surrounding photos
51. Gargi U, Deng Y, Tretter DR (2002) Managing and searching personal photo collections. Tech. rep., HP Laboratories, Palo Alto
52. Girgensohn A, Adcock J, Cooper MD, Foote J, Wilcox L (2003) Simplifying the management of large photo collections. In: INTERACT
53. A Girgensohn J Adcock L Wilcox 2004 Leveraging face recognition technology to find and organize photos MIR '04: proceedings of the 6th ACM SIGMM international workshop on multimedia information retrieval ACM New York, NY, USA 99 106 10.1145/1026711.1026728 10.1145/1026711.1026728 (Pubitemid 40390944)
54. Gong Z, U LH, Cheang CW (2005) Web image semantic clustering. In: Proceedings of the 4th international conference on ontologies, database and applications of semantics (ODBASE 2005). Lecture notes in computer science. Springer, Agia, Napa, Cyprus (Pubitemid 43734378)
55. A Graham H Garcia-Molina A Paepcke T Winograd 2002 Time as essence for photo browsing through personal digital libraries JCDL '02: proceedings of the 2nd ACM/IEEE-CS joint conference on digital libraries ACM New York, NY, USA 326 335 10.1145/544220.544301 10.1145/544220.544301
56. C Gurrin GJF Jones H Lee N O'Hare AF Smeaton N Murphy 2005 Mobile access to personal digital photograph archives MobileHCI '05: proceedings of the 7th international conference on human computer interaction with mobile devices & services ACM New York, NY, USA 311 314 10.1145/1085777.1085842 10.1145/1085777.1085842
57. Halaschek-wiener C, Schain A, Golbeck J, Parsia B, Hendler J (2005) A flexible approach for managing digital images on the semantic web. In: th international workshop on knowledge markup and semantic annotation
58. Hardman L, Nack F, Obrenovic Z, Kerherve B, Piersol K (2005) Canonical processes of media production. In: ACM workshop on multimedia for human communication-from capture to convey. http://homepages.cwi.nl/~media/projects/ canonical/papers/model.pdf
59. Hare J, Sinclair P, Lewis P, Martinez K, Enser P, Sandom C (2006) Bridging the semantic gap in multimedia information retrieval: top-down and bottom-up approaches. In: 3rd European semantic web conference
60. Hare JS, Lewis PH, Enser PGB, Sandom CJ (2007) Semantic facets: an in-depth analysis of a semantic image retrieval system. In: ACM CIVR 2007: the 6th international conference on image and video retrieval, ACM. http://eprints.ecs.soton.ac.uk/14322/
61. JS Hare S Samangooei PH Lewis MS Nixon 2008 Semantic spaces revisited: investigating the performance of auto-annotation and semantic retrieval using semantic spaces CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval ACM New York, NY, USA 359 368 10.1145/1386352.1386399 10.1145/1386352.1386399
62. X He D Caia JR Wen WY Ma HJ Zhang 2007 Clustering and searching www images using link and page layout analysis ACM Trans Multimed Comput Commun Appl (TOMCAP) 3 10 10.1145/1230812.1230816 (Pubitemid 46896798)
63. Hollink L, Schreiber A, Wielemaker J, Wielinga B (2003) Semantic annotation of image collections. In: Knowledge capture, pp 41-48
64. Hunter J (2001) Adding multimedia to the semantic web building an Mpeg-7 ontology. In: International semantic web working symposium (SWWS)
65. M Inoue 2009 Image retrieval: research and use in the information explosion Prog Inf 6 3 14 10.2201/NiiPi.2009.6.2
66. Jaffe A, Naaman M, Tassa T, Davis M (2006) Generating summaries for large collections of geo-referenced photographs, pp 853-854. doi: 10.1145/1135777.1135911 (Pubitemid 46946686)
67. J Jeon V Lavrenko R Manmatha 2003 Automatic image annotation and retrieval using cross-media relevance models SIGIR '03: proceedings of the 26th annual international ACM SIGIR conference on research and development in informaion retrieval ACM New York, NY, USA 119 126 10.1145/860435.860459 10.1145/860435.860459
68. J Jia N Yu XS Hua 2008 Annotating personal albums via web mining MM '08: proceeding of the 16th ACM international conference on multimedia ACM New York, NY, USA 459 468 10.1145/1459359.1459421 10.1145/1459359.1459421
69. Y Ke X Tang F Jing 2006 The design of high-level features for photo quality assessment CVPR '06: proceedings of the 2006 IEEE computer society conference on computer vision and pattern recognition IEEE Computer Society Washington, DC, USA 419 426 10.1109/CVPR.2006.303 (Pubitemid 44931359)
70. LS Kennedy M Naaman 2008 Generating diverse and representative image search results for landmarks WWW '08: proceeding of the 17th international conference on world wide web ACM New York, NY, USA 297 306 10.1145/1367497. 1367539 10.1145/1367497.1367539
71. L Kennedy M Naaman S Ahern R Nair T Rattenbury 2007 How flickr helps us make sense of the world: context and content in community-contributed media collections MULTIMEDIA '07: proceedings of the 15th international conference on multimedia ACM New York, NY, USA 631 640 10.1145/1291233.1291384.
72. ML Kherfi D Ziou A Bernardi 2004 Image retrieval from the world wide web: issues, techniques, and systems ACM Comput Surv 36 1 35 67 10.1145/1013208. 1013210 10.1145/1013208.1013210
73. D Kirk A Sellen C Rother K Wood 2006 Understanding photowork CHI '06: proceedings of the SIGCHI conference on human factors in computing systems ACM New York, NY, USA 761 770 10.1145/1124772.1124885 10.1145/1124772.1124885 (Pubitemid 44032165)
74. Ku W, Kankanhalli M, Lim J (2007) Using camera settings templates to classify photos. In: International workshop on advanced image technology
75. Lacerda Y, de Figueiredo H, de Souza Baptista C, Sampaio M (2008) Photogeo: a self-organizing system for personal photo collections, pp 258-265. doi: 10.1109/ISM.2008.81
76. Lafon Y, Bos B (2002) Describing and retrieving photos using rdf and http. http://www.w3.org/TR/photo-rdf/
77. Lavrenko V, Manmatha R, Jeon J (2004) A model for learning the semantics of pictures. In: Advances in neural information processing systems, vol 16
78. MS Lew 2000 Next-generation web searches for visual content IEEE Comput 33 11 46 53 10.1109/2.881694
79. MS Lew N Sebe C Djeraba R Jain 2006 Content-based multimedia information retrieval: state of the art and challenges ACM Trans Multimed Comput Commun Appl 2 1 1 19 10.1145/1126004.1126005 10.1145/1126004.1126005 (Pubitemid 43890693)
80. J Li JZ Wang 2008 Real-time computerized annotation of pictures IEEE Trans Pattern Anal Mach Intell 30 6 985 1002 10.1109/TPAMI.2007.70847 (Pubitemid 351650103)
81. Li X et al (2002) Blind image quality assessment. In: Proc. IEEE int. conf. image proc, vol 1, pp 449-452 (Pubitemid 35438386)
82. SE Lindley AC Durrant DS Kirk AS Taylor 2008 Collocated social practices surrounding photos CHI '08: CHI '08 extended abstracts on human factors in computing systems ACM New York, NY, USA 3921 3924 10.1145/1358628.1358957
83. Y Liu D Zhang G Lu WY Ma 2007 A survey of content-based image retrieval with high-level semantics Pattern Recogn 40 1 262 282 10.1016/j.patcog.2006.04. 045 1103.68503 10.1016/j.patcog.2006.04.045 (Pubitemid 44486285)
84. Loui AC (2000) Automatic image event segmentation and quality screening for albuming applications. In: ICME, pp 1125-1128
85. AC Loui AE Savakis 2003 Automated event clustering and quality screening of consumer pictures for digital albuming IEEE Trans Multimedia 5 3 390 402 10.1109/TMM.2003.814723
86. Lu G, Williams B (1999) An integrated WWW image retrieval system. In: Proceedings of the AusWeb99, Lismore, Australia
87. J Luo M Boutell C Brown 2006 Pictures are not taken in a vacuum IEEE Signal Process Mag 23 2 101 114 10.1109/MSP.2006.1598086 (Pubitemid 43316695)
88. M Lux 2009 Caliph & Emir: Mpeg-7 photo annotation and retrieval MM '09: proceedings of the seventeen ACM international conference on multimedia ACM New York, NY, USA 925 926 10.1145/1631272.1631456 10.1145/1631272.1631456
89. M Lux SA Chatzichristofis 2008 Lire: lucene image retrieval: an extensible java cbir library MM '08: proceeding of the 16th ACM international conference on multimedia ACM New York, NY, USA 1085 1088 10.1145/1459359.1459577 10.1145/1459359.1459577
90. T Maekawa T Hara S Nishio 2006 Image classification for mobile web browsing WWW '06: proc.of the 15th intl. conf. on world wide web ACM New York, NY, USA 43 52 10.1145/1135777.1135789 10.1145/1135777.1135789 (Pubitemid 46946596)
91. Manjunath BS, Salembier P, Sikora T (2002) Introduction to MPEG-7: multimedia content description interface. Wiley, New York
92. AB Mansoor M Haider AS Mian SA Khan 2009 A hybrid image quality measure for automatic image quality assessment SCIA '09: proceedings of the 16th scandinavian conference on image analysis Springer Berlin, Heidelberg 91 98 10.1007/978-3-642-02230-2-10
93. Marchand-Maillet S, Beretta G (2005) The benchathlon network. http://www.benchathlon.net
94. S Marchand-Maillet M Worring 2006 Benchmarking image and video retrieval: an overview MIR '06: proceedings of the 8th ACM international workshop on multimedia information retrieval ACM New York, NY, USA 297 300 10.1145/1178677.1178718 10.1145/1178677.1178718 (Pubitemid 47168226)
95. Mei T, Wang B, Hua X, Zhou H, Li S (2006) Probabilistic multimodality fusion for event based home photo clustering. In: IEEE international conference on multimedia and expo, pp 1757-1760 (Pubitemid 46680076)
96. Metadata Working Group (2009) Guidelines for handling image metadata-version 1.0.1. Tech. rep., Metadata Working Group
97. G Miller 1995 WordNet: a lexical database for english Commun ACM 38 11 41 10.1145/219717.219748
98. AD Miller WK Edwards 2007 Give and take: a study of consumer photo-sharing culture and practice CHI '07: proceedings of the SIGCHI conference on human factors in computing systems ACM New York, NY, USA 347 356 10.1145/1240624.1240682 10.1145/1240624.1240682 (Pubitemid 47581620)
99. Monaghan F, O'Sullivan D (2006) Automating photo annotation using services and ontologies. In: Proc IEEE international conference on mobile data management, p 79. doi: 10.1109/MDM.2006.39 (Pubitemid 44753907)
100. Monaghan F, O'Sullivan D (2007) Leveraging ontologies, context and social networks to automate photo annotation. In: SAMT, pp 252-255
101. Mori Y, Takahashi H, Oka R (1999) Image-to-word transformation based on dividing and vector quantizing images with words. In: Proceedings of the first international workshop on multimedia intelligent storage and retrieval management (MISRM'99)
102. Mulhem P, Lim JH (2003) Home photo retrieval: time matters. In: Proc. of the second international conference on image and video retrieval (CIVR). LNCS. Springer, Urbana-Champaign, IL, USA, pp 321-330 (Pubitemid 36910437)
103. Müller H, Marchand-Maillet S, Pun T (2002) The truth about corel-evaluation in image retrieval. In: CIVR '02: proceedings of the international conference on image and video retrieval. Springer, London, UK, pp 38-49
104. H Müller W Müller S Marchand-Maillet T Pun D Squire 2003 A framework for benchmarking in CBIR Multimed Tools Appl 21 1 55 73 10.1023/A:1025034215859
105. H Müller W Müller DM Squire S Marchand-Maillet T Pun 2001 Performance evaluation in content-based image retrieval: overview and proposals Pattern Recogn Lett 22 5 593 601 10.1016/S0167-8655(00)00118-5 1010.68867 10.1016/S0167-8655(00)00118-5 (Pubitemid 32376375)
106. Munson EV, Tsymbalenko Y (2001) To search for images on the web, look at the text, then look at the images. In: Proceedings of the first international workshop on web document analysis (WDA2001)
107. Naaman M, Harada S, Wang Q, Paepcke A (2004) Adventures in space and time: browsing personal collections of geo-referenced digital photographs. Technical Report 2004-26, Stanford InfoLab. http://ilpubs.stanford.edu:8090/647/
108. M Naaman YJ Song A Paepcke H Garcia-Molina 2004 Automatic organization for digital photographs with geographic coordinates JCDL '04: proceedings of the 4th ACM/IEEE-CS joint conference on digital libraries ACM New York, NY, USA 53 62 10.1145/996350.996366 (Pubitemid 40752847)
109. Nack F, Hardman L (2002) Towards a syntax for multimedia semantics. Tech. rep., Centrum voor Wiskunde en Informatica (CWI), Amsterdam
110. R Nair N Reid M Davis 2005 Photo loi: browsing multi-user photo collections MULTIMEDIA '05: proceedings of the 13th annual ACM international conference on multimedia ACM New York, NY, USA 223 224 10.1145/1101149.1101187 10.1145/1101149.1101187
111. RA Negoescu D Gatica-Perez 2008 Analyzing flickr groups CIVR '08: proceedings of the 2008 international conference on content-based image and video retrieval ACM New York, NY, USA 417 426 10.1145/1386352.1386406 10.1145/1386352.1386406
112. Nov O, Naaman M, Ye C (2009) Motivational, structural and tenure factors that impact online community photo sharing. In: Third international conference on weblogs and social media (ICWSM), San Jose, California
113. P Obrador X Anguera R de Oliveira N Oliver 2009 The role of tags and image aesthetics in social image search WSM '09: proceedings of the first SIGMM workshop on Social media ACM New York, NY, USA 65 72 10.1145/1631144.1631158 10.1145/1631144.1631158
114. N O'Hare C Gurrin H Lee N Murphy AF Smeaton GJ Jones 2005 My digital photos: where and when? Proceedings of the 13th annual ACM international conference on multimedia (MM) ACM New York, NY, USA 261 262 10.1145/1101149. 1101196 10.1145/1101149.1101196. http://portal.acm.org/citation.cfm?id=1101196#
115. Oliva A, Torralba A (2002) Scene-centered description from spatial envelope properties. In: Biologically motivated computer vision, vol 2525/2010, pp 263-272
116. On AV an IT Storage Systems, TSC, Equipment (2002) Exchangeable image file format for digital still cameras: exif version 2.2. Tech. rep., Japan Electronics and Information Technology Industries Association
117. Ortega-Binderberger M, Mehrotra S, Chakrabarti K, Porkaew K (2000) WebMARS: a multimedia search engine
118. Peng Wu DT (2009) Close & closer: social cluster and closeness from photo collections. In: Proceedings of MM'09, p 709
119. Penta A, Picariello A, Tanca L (2007) Towards a definition of an image ontology. In: International workshop on database and expert systems applications, pp 74-78. doi: 10.1109/DEXA.2007.83
120. Petersen T (1994) Art and architecture thesaurus. Oxford, New York
121. A Pigeau 2010 Myownlife: incremental and hierarchical classification of a personal image collection on mobile devices Multimed Tools Appl 46 2-3 289 306 10.1007/s11042-009-0373-x 10.1007/s11042-009-0373-x
122. A Pigeau M Gelgon 2005 Building and tracking hierarchical geographical & temporal partitions for image collection management on mobile devices MULTIMEDIA '05: proceedings of the 13th annual ACM international conference on multimedia ACM New York, NY, USA 141 150 10.1145/1101149.1101170 10.1145/1101149.1101170
123. Platt J (2000) Autoalbum: clustering digital photographs using probabalistic model merging. citeseer.ist.psu.edu/platt00autoalbum.html
124. Platt JC, Czerwinski M, Field BA (2002) Phototoc: automatic clustering for browsing personal photographs. Tech. Rep. MSR-TR-2002-17, Microsoft Research. http://research.microsoft.com/~jplatt/abstracts/phototoc.html
125. Ren K, Calic J (2009) FreeEye-interactive intuitive interface for large-scale image browsing. In: ACM multimedia, p 757
126. Rodden K, Wood KR (2003) How do people manage their digital photographs? In: Gilbert Cockton PK (ed) Proceedings of the conference on human factors and computing systems, ACM, pp 409-416
127. Sandhaus P, Boll S (2009) From usage to annotation: analysis of personal photo albums for semantic photo understanding. In: Proceedings of the first SIGMM workshop on social media co-located with acm multimedia conference, Bejing, China
128. P Sandhaus S Boll R Fageth 2008 Employing a photo's life cycle for multimedia retrieval MS '08: proceeding of the 2nd ACM workshop on multimedia semantics ACM New York, NY, USA 56 59 10.1145/1460676.1460688 10.1145/1460676.1460688
129. P Sandhaus S Thieme S Boll 2008 Processes of photo book production Multimedia Syst 14 6 351 357 10.1007/s00530-008-0136-y
130. S Santini A Gupta R Jain 2001 Emergent semantics through interaction in image databases IEEE Trans Knowl Data Eng 13 3 337 351 10.1109/69.929893 10.1109/69.929893 (Pubitemid 32611036)
131. A Scherp R Jain 2007 Towards an ecosystem for semantics MS '07: workshop on multimedia information retrieval on the many faces of multimedia semantics ACM New York, NY, USA 3 12 10.1145/1290067.1290069 10.1145/1290067.1290069
132. Scherp A, Boll S, Cremer H (2006) Emergent semantics in personalized multimedia content. In: Fourth special workshop on multimedia semantics (WMS), Chania, Greece (Pubitemid 351795653)
133. S Sclaroff M La Cascia S Sethi 1999 Unifying textual and visual cues for content-based image retrieval on the world wide web Comput Vis Image Underst 75 1-2 86 98 10.1006/cviu.1999.0765 10.1006/cviu.1999.0765
134. Shadbolt N, Lee TB, Hall W (2006) The semantic web revisited. In: IEEE intelligent systems, vol 21, pp 96-101. doi: 10.1109/MIS.2006.62 (Pubitemid 44144116)
135. NV Shirahatti K Barnard 2005 Evaluating image retrieval CVPR '05: proceedings of the 2005 IEEE computer society conference on computer vision and pattern recognition (CVPR'05), vol 1 IEEE Computer Society Washington, DC, USA 955 961 10.1109/CVPR.2005.147 (Pubitemid 43897295)
136. P Sinha R Jain 2008 Classification and annotation of digital photos using optical context data CIVR ACM New York, NY, USA 309 318 10.1145/1386352.1386394 10.1145/1386352.1386394
137. P Sinha R Jain 2008 Semantics in digital photos: a contenxtual analysis ICSC '08: proceedings of the 2008 IEEE international conference on semantic computing IEEE Computer Society Washington, DC, USA 58 65 10.1109/ICSC.2008.87 10.1109/ICSC.2008.87
138. AW Smeulders M Worring S Santini A Gupta R Jain 2000 Content-based image retrieval at the end of the early years IEEE Trans Pattern Anal Mach Intell 22 12 1349 1380 10.1109/34.895972 10.1109/34.895972 (Pubitemid 32088465)
139. Sun X, Yao H, Ji R, Liu S (2009) Photo assessment based on computational visual attention model. In: Proceedings of MM'09, p 541
140. T Tan J Chen P Mulhem M Kankanhalli 2002 SmartAlbum: a multi-modal photo annotation system MULTIMEDIA '02: proceedings of the tenth ACM international conference on multimedia ACM New York, NY, USA 87 88 10.1145/641007.641025 10.1145/641007.641025
141. Tong H, Li M, Zhang H, He J, Zhang C (2004) Classification of digital photos taken by photographers or home users. In: Aizawa K, Nakamura Y, Satoh S (eds) PCM (1). Lecture notes in computer science, vol 3331. Springer, pp 198-205 (Pubitemid 39747802)
142. Troncy R, van Ossenbruggen J, Pan JZ, Stamou G (2007) Image annotation on the semantic web. W3c note, W3C. http://www.w3.org/2005/Incubator/mmsem/XGR- image-annotation/
143. Trust G (2000) Union list of artists names online
144. Tsymbalenko Y, Munson EV (2001) Using HTML metadata to find relevant images on the world wide web. In: Proceedings of internet computing 2001, vol 2. CSREA Press, Las Vegas, pp 842-848
145. Tuffield MM, Gibbins N, O'Hara K, Brewster C, Dupplaw DP, Wilks Y, Sleeman D, Shadbolt NR (2006) Image annotation with photocopain. In: International workshop on semantic web annotations for multimedia
146. M Turk A Pentland 1991 Eigenfaces for recognition J Cogn Neurosci 3 1 71 86 10.1162/jocn.1991.3.1.71 10.1162/jocn.1991.3.1.71
147. Vailaya A, Figueiredo M, Jain AK, Zhang J (1999) Content-based hierarchical classification of vacation images. Tech. Rep. MSU-CPS-99-9, Department of Computer Science, Michigan State University, East Lansing, Michigan
148. N Van House M Davis M Ames M Finn V Viswanathan 2005 The uses of personal networked digital imaging: an empirical study of cameraphone photos and sharing CHI '05: CHI '05 extended abstracts on human factors in computing systems ACM New York, NY, USA 1853 1856 10.1145/1056808.1057039 10.1145/1056808.1057039.
149. Van House N, Davis M, Takhteyev Y, Ames M, Finn M (2004) The social uses of personal photography: methods for projecting future imaging applications. University of California, Berkeley, Working Papers 3, 2005
150. Viana W, Filho JB, Gensel J, Oliver MV, Martin H (2007) Photomap-automatic spatiotemporal annotation for mobile photos. In: W2GIS'07: proceedings of the 7th international conference on web and wireless geographical information systems. Springer, Berlin, Heidelberg, pp 187-201 (Pubitemid 351144842)
151. Viola P, Jones M (2001) Rapid object detection using a boosted cascade of simple features
152. Waal H, Couprie L, Tholen E, Vellekoop G (1985) Iconclass: an iconographic classification system. North-Holland, Amsterdam, The Netherlands
153. WA Wagenaar 1986 My memory: a study of autobiographical memory over six years Cogn Psychol 18 2 225 252 10.1016/0010-0285(86)90013-7 10.1016/0010-0285(86)90013-7
154. YM Wang H Zhang 2004 Detecting image orientation based on low-level visual content Comput Vis Image Underst (CVIU) 3 3 328 346 10.1016/j.cviu.2003. 10.006
155. Wang Z. Bovik A.C. Lu L. Why is image quality assessment so difficult? ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2002 4 IV/3313-IV/3316 (Pubitemid 34711036)
156. L Wenyin Y Sun H Zhang 2000 MiAlbum-a system for home photo managemet using the semi-automatic image annotation approach MULTIMEDIA '00: proceedings of the eighth ACM international conference on multimedia ACM New York, NY, USA 479 480 10.1145/354384.379011 10.1145/354384.379011 (Pubitemid 32485905)
157. R Yan MO Fleury M Merler A Natsev JR Smith 2009 Large-scale multimedia semantic concept modeling using robust subspace bagging and mapreduce LS-MMRM
158. MH Yang DJ Kriegman N Ahuja 2002 Detecting faces in images: a survey IEEE Trans Pattern Anal Mach Intell 24 1 34 58 10.1109/34.982883 10.1109/34.982883 (Pubitemid 34325615)
159. Yavlinsky A, Schofield E, Rüger S (2005) Automated image annotation using global features and robust nonparametric density estimation. In: Image and video retrieval, pp 507-517
160. You J, Perkis A, Hannuksela MM, Gabbouj M (2009) Perceptual quality assessment based on visual attention analysis. In: Proceedings of MM'09, p 561
161. K Zagoris SA Chatzichristofis N Papamarkos YS Boutalis 2009 img(anaktisi): a web content based image retrieval system SISAP '09: proceedings of the 2009 second international workshop on similarity search and applications IEEE Computer Society Washington, DC, USA 154 155 10.1109/SISAP.2009.15 10.1109/SISAP.2009.15
162. Zhang T, Chao H, Willis C, Tretter D (2010) Consumer image retrieval by estimating relation tree from family photo collections. Tech. rep., HP Laboratories
163. W Zhao R Chellappa PJ Phillips A Rosenfeld 2003 Face recognition: a literature survey ACM Comput Surv 35 4 399 458 10.1145/954339.954342 10.1145/954339.954342
164. Zhao M, Teo Y, Liu S, Chua TS, Jain R (2006) Automatic person annotation of family photo album. In: CIVR, pp 163-172 (Pubitemid 44153556)
165. Zhao J, Klyne G, Shotton D (2008) Building a semantic web image repository for biological research images. In: The semantic web: research and applications, pp 154-169
166. C Zhu K Li Q Lv L Shang RP Dick 2009 Iscope: personalized multi-modality image search for mobile devices MobiSys '09: proceedings of the 7th international conference on mobile systems, applications, and services ACM New York, NY, USA 277 290 10.1145/1555816.1555845 10.1145/1555816.1555845