Proceedings of the 19th ACM International Conference on Multimedia 2011
DOI: 10.1145/2072298.2071929
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Clustering geo-tagged photo collections using dynamic programming

Abstract: This paper describes methods for clustering photos that possess both time stamps and geographical coordinates as metadata. We present a two part method that first analyzes photos' time and location information to independently partition the photos into multiple clusterings. A subset of the detected clusters is then selected for the final photo clustering using an efficient dynamic programming procedure that optimizes a clustering fitness score. We propose fitness measures to produce clusterings that are cohere… Show more

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Cited by 10 publications
(6 citation statements)
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References 16 publications
(24 reference statements)
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“…Furthermore, participants' opinions regarding repeated images for the same event were varied -some participants deliberately selected multiple images for an event in order to capture different aspects, whilst others commented that videos with multiple photographs of the same events "contained too many useless images". Knowing when and how to cluster multiple images for an event is a challenge to be addressed in future work, but existing literature about behaviour with other digital photography collections indicates that aspects such as time, location and appearance of images may be important [11]. Based on these observations, we therefore suggest that REQ 5 -video summaries should go beyond simply providing timelapse representations of events, and should only include multiple images for an event where these images provide additional details not represented well by a single image.…”
Section: Eventsmentioning
confidence: 99%
“…Furthermore, participants' opinions regarding repeated images for the same event were varied -some participants deliberately selected multiple images for an event in order to capture different aspects, whilst others commented that videos with multiple photographs of the same events "contained too many useless images". Knowing when and how to cluster multiple images for an event is a challenge to be addressed in future work, but existing literature about behaviour with other digital photography collections indicates that aspects such as time, location and appearance of images may be important [11]. Based on these observations, we therefore suggest that REQ 5 -video summaries should go beyond simply providing timelapse representations of events, and should only include multiple images for an event where these images provide additional details not represented well by a single image.…”
Section: Eventsmentioning
confidence: 99%
“…The topic that is most often used is related to people [29], [26], [30]. Next, there is a tendency for photos concerning places [31], [32], [33], [28], [34], [35], [2] or related to various time periods [5], [29], [28], [36], [37]. Also, it seems that many people prefer to organize their collection based on a specific event or circumstance, such as a wedding, a baptism, a congress, a meeting at the workplace, etc.…”
Section: Literature Reviewmentioning
confidence: 99%
“…Combinations of the two previous criteria are of course proposed in numerous works [8,14,11,15,16]. Naaman et al [14] propose to hierarchically organize an image collection, while [11] provides a one level partition.…”
Section: Related Workmentioning
confidence: 99%