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Beyond the laborious manual annotation task, further complications arise as points of interest may appear, relocate, or disappear over time, and may be relevant only to specific communities. To assist, complement, or even replace manual annotation, we propose a novel method for the automatic localization of points of interest depicted in photos taken by people across the world. Our technique exploits the geographic coordinates and the compass direction supplied by modern cameras, while accounting for possible measurement errors due to the variability in accuracy of the sensors that produced them. We statistically demonstrate that our method significantly outperforms techniques from the research literature on the task of estimating the geographic coordinates and geographic footprints of points of interest in various cities, even when photos are involved in the estimation process that do not show the point of interest at all.<\/jats:p>","DOI":"10.1145\/2854004","type":"journal-article","created":{"date-parts":[[2016,2,1]],"date-time":"2016-02-01T20:37:54Z","timestamp":1454359074000},"page":"1-23","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":10,"title":["Finding Social Points of Interest from Georeferenced and Oriented Online Photographs"],"prefix":"10.1145","volume":"12","author":[{"given":"Bart","family":"Thomee","sequence":"first","affiliation":[{"name":"Yahoo Labs, CA, USA"}]},{"given":"Ioannis","family":"Arapakis","sequence":"additional","affiliation":[{"name":"Yahoo Labs, Barcelona, Spain"}]},{"given":"David A.","family":"Shamma","sequence":"additional","affiliation":[{"name":"Yahoo Labs, CA, USA"}]}],"member":"320","published-online":{"date-parts":[[2016,1,28]]},"reference":[{"volume-title":"Proceedings of the IEEE International Conference on Computer Vision. 72--79","author":"Agarwal S.","key":"e_1_2_2_1_1"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/1255175.1255177"},{"volume-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 366--373","author":"Cham T.","key":"e_1_2_2_3_1"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2003.09.002"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/1645953.1646021"},{"key":"e_1_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1526709.1526812"},{"key":"e_1_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.218"},{"key":"e_1_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-005-5724-z"},{"key":"e_1_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/1810617.1810626"},{"key":"e_1_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1977.tb01600.x"},{"key":"e_1_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/2185520.2185597"},{"key":"e_1_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372165"},{"key":"e_1_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/1341012.1341036"},{"volume-title":"Proceedings of the AAAI International Conference on Knowledge Discovery and Data Mining. 226--231","author":"Ester M.","key":"e_1_2_2_14_1"},{"key":"e_1_2_2_16_1","unstructured":"G. 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