{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T02:53:15Z","timestamp":1770519195529,"version":"3.49.0"},"reference-count":50,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T00:00:00Z","timestamp":1556582400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Appl. Percept."],"published-print":{"date-parts":[[2019,4,30]]},"abstract":"<jats:p>Recent progress in digital photography and storage availability has drastically changed our approach to photo creation. While in the era of film cameras, careful forethought would usually precede the capture of a photo; nowadays, a large number of pictures can be taken with little effort. One of the consequences is the creation of numerous photos depicting the same moment in slightly different ways, which makes the process of organizing photos laborious for the photographer. Nevertheless, photo collection organization is important both for exploring photo albums and for simplifying the ultimate task of selecting the best photos. In this work, we conduct a user study to explore how users tend to organize or cluster similar photos in albums, to what extent different users agree in their clustering decisions, and to investigate how the clustering-defined photo context affects the subsequent photo-selection process. We also propose an automatic hierarchical clustering solution for modeling user clustering decisions. To demonstrate the usefulness of our approach, we apply it to the task of automatic photo evaluation within photo albums and propose a clustering-based context adaptation.<\/jats:p>","DOI":"10.1145\/3333612","type":"journal-article","created":{"date-parts":[[2019,8,13]],"date-time":"2019-08-13T14:41:50Z","timestamp":1565707310000},"page":"1-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":7,"title":["Context in Photo Albums"],"prefix":"10.1145","volume":"16","author":[{"given":"Dmitry","family":"Kuzovkin","sequence":"first","affiliation":[{"name":"Technicolor, IRISA, Univ Rennes, Rennes, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tania","family":"Pouli","sequence":"additional","affiliation":[{"name":"Technicolor, Cesson-S\u00e9vign\u00e9, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olivier Le","family":"Meur","sequence":"additional","affiliation":[{"name":"Univ Rennes, CNRS, IRISA, Rennes, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"R\u00e9mi","family":"Cozot","sequence":"additional","affiliation":[{"name":"Univ Rennes, CNRS, IRISA, Rennes, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jonathan","family":"Kervec","sequence":"additional","affiliation":[{"name":"Technicolor, Cesson-S\u00e9vign\u00e9, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kadi","family":"Bouatouch","sequence":"additional","affiliation":[{"name":"Univ Rennes, CNRS, IRISA, Rennes, France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,8,13]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.151"},{"key":"e_1_2_1_2_1","volume-title":"Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition, (CVPR\u201908)","author":"Cao Liangliang","unstructured":"Liangliang Cao , Jiebo Luo , Henry Kautz , and Thomas S. Huang . 2008. Annotating collections of photos using hierarchical event and scene models . In Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition, (CVPR\u201908) . Liangliang Cao, Jiebo Luo, Henry Kautz, and Thomas S. Huang. 2008. Annotating collections of photos using hierarchical event and scene models. In Proceedings of the 26th IEEE Conference on Computer Vision and Pattern Recognition, (CVPR\u201908)."},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICMEW.2015.7169750"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2671188.2749372"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2897824.2925908"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1459359.1459498"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/1083314.1083317"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/11744078_23"},{"key":"e_1_2_1_9_1","volume-title":"11th IEEE International Conference on Computer Vision. IEEE, 1--8.","author":"Dueck Delbert","unstructured":"Delbert Dueck and Brendan J. Frey . 2007. Non-metric affinity propagation for unsupervised image categorization . In 11th IEEE International Conference on Computer Vision. IEEE, 1--8. Delbert Dueck and Brendan J. Frey. 2007. Non-metric affinity propagation for unsupervised image categorization. In 11th IEEE International Conference on Computer Vision. IEEE, 1--8."},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/1341012.1341036"},{"key":"e_1_2_1_11_1","volume-title":"Frey and Delbert Dueck","author":"Brendan","year":"2007","unstructured":"Brendan J. Frey and Delbert Dueck . 2007 . Clustering by passing messages between data points. Science 315, 5814 (2007), 972--976. Brendan J. Frey and Delbert Dueck. 2007. Clustering by passing messages between data points. Science 315, 5814 (2007), 972--976."},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/IV.2008.8"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICMEW.2012.12"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF01908075"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2016.7532767"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.224"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/1124772.1124885"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46448-0_40"},{"key":"e_1_2_1_20_1","volume-title":"Advanced Engineering Mathematics","author":"Kreyszig Erwin","unstructured":"Erwin Kreyszig . 2007. Advanced Engineering Mathematics . Wiley Publishing . Erwin Kreyszig. 2007. Advanced Engineering Mathematics. Wiley Publishing."},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.5555\/876890.880490"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3092912.3092916"},{"key":"e_1_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3206025.3206077"},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1090\/qam\/10666"},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2003.814723"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.5555\/850924.851523"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/2647868.2654927"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.119"},{"key":"e_1_2_1_29_1","volume-title":"Proceedings of the 23rd National Conference on Artificial Intelligence (AAAI\u201908)","volume":"2","author":"Lu Zhiwu","year":"2008","unstructured":"Zhiwu Lu , Yuxin Peng , and Jianguo Xiao . 2008 . From comparing clusterings to combining clusterings . In Proceedings of the 23rd National Conference on Artificial Intelligence (AAAI\u201908) , Vol. 2 . AAAI Press, 665--670. Zhiwu Lu, Yuxin Peng, and Jianguo Xiao. 2008. From comparing clusterings to combining clusterings. In Proceedings of the 23rd National Conference on Artificial Intelligence (AAAI\u201908), Vol. 2. AAAI Press, 665--670."},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-88690-7_29"},{"key":"e_1_2_1_31_1","volume-title":"Proceedings of the British Machine Vision Conference. 1--11","author":"Marchesotti Luca","year":"2013","unstructured":"Luca Marchesotti and Florent Perronnin . 2013 . Learning beautiful (and ugly) attributes . In Proceedings of the British Machine Vision Conference. 1--11 . Luca Marchesotti and Florent Perronnin. 2013. Learning beautiful (and ugly) attributes. In Proceedings of the British Machine Vision Conference. 1--11."},{"key":"e_1_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126444"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7350927"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/1240624.1240682"},{"key":"e_1_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.5555\/2354409.2354807"},{"key":"e_1_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/WACV.2017.139"},{"key":"e_1_2_1_37_1","volume-title":"Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. 3384--3391","author":"Perronnin F.","unstructured":"F. Perronnin , Y. Liu , J. Sanchez , and H. Poirier . 2010. Large-scale image retrieval with compressed Fisher vectors . In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. 3384--3391 . F. Perronnin, Y. Liu, J. Sanchez, and H. Poirier. 2010. Large-scale image retrieval with compressed Fisher vectors. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. 3384--3391."},{"key":"e_1_2_1_38_1","first-page":"6","article-title":"PhotoTOC: Automatic clustering for browsing personal photographs","volume":"2003","author":"Platt John C.","year":"2003","unstructured":"John C. Platt , Mary Czerwinski , and Brent A. Field . 2003 . PhotoTOC: Automatic clustering for browsing personal photographs . ICICS-PCM 2003 1 (2003), 6 -- 10 . John C. Platt, Mary Czerwinski, and Brent A. Field. 2003. PhotoTOC: Automatic clustering for browsing personal photographs. ICICS-PCM 2003 1 (2003), 6--10.","journal-title":"ICICS-PCM"},{"key":"e_1_2_1_39_1","unstructured":"F. Radenovi\u0107 G. Tolias and O. Chum. 2018. Fine-tuning CNN image retrieval with no human annotation. IEEE Trans. Pattern Anal. Machine Intell. (2018) 1--1.  F. Radenovi\u0107 G. Tolias and O. Chum. 2018. Fine-tuning CNN image retrieval with no human annotation. IEEE Trans. Pattern Anal. Machine Intell. (2018) 1--1."},{"key":"e_1_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2015.7163086"},{"key":"e_1_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/642611.642682"},{"key":"e_1_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1145\/1065385.1065431"},{"key":"e_1_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2831899"},{"key":"e_1_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2013.2269899"},{"key":"e_1_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2812802"},{"key":"e_1_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/2556288.2557025"},{"key":"e_1_2_1_47_1","volume-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4810--4819","author":"Wang Yufei","unstructured":"Yufei Wang , Zhe Lin , Xiaohui Shen , Radomir Mech , Gavin Miller , and Garrison W. Cottrell . 2016. Event-specific image importance . In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4810--4819 . Yufei Wang, Zhe Lin, Xiaohui Shen, Radomir Mech, Gavin Miller, and Garrison W. Cottrell. 2016. Event-specific image importance. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4810--4819."},{"key":"e_1_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1963.10500845"},{"key":"e_1_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.303"},{"key":"e_1_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/1873951.1873963"}],"container-title":["ACM Transactions on Applied Perception"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3333612","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3333612","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T00:57:58Z","timestamp":1750208278000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3333612"}},"subtitle":["Understanding and Modeling User Behavior in Clustering and Selection"],"short-title":[],"issued":{"date-parts":[[2019,4,30]]},"references-count":50,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2019,4,30]]}},"alternative-id":["10.1145\/3333612"],"URL":"https:\/\/doi.org\/10.1145\/3333612","relation":{},"ISSN":["1544-3558","1544-3965"],"issn-type":[{"value":"1544-3558","type":"print"},{"value":"1544-3965","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,30]]},"assertion":[{"value":"2018-07-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-04-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-08-13","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}