The nature of statistical learning theory
The nature of statistical learning theory
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Geographic location tags on digital images
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Metadata creation system for mobile images
Proceedings of the 2nd international conference on Mobile systems, applications, and services
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Automatic organization for digital photographs with geographic coordinates
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Learning the semantics of multimedia queries and concepts from a small number of examples
Proceedings of the 13th annual ACM international conference on Multimedia
Multimodal metadata fusion using causal strength
Proceedings of the 13th annual ACM international conference on Multimedia
Proceedings of the 15th international conference on World Wide Web
Photo tourism: exploring photo collections in 3D
ACM SIGGRAPH 2006 Papers
Generating summaries and visualization for large collections of geo-referenced photographs
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
To search or to label?: predicting the performance of search-based automatic image classifiers
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Video search reranking via information bottleneck principle
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
World explorer: visualizing aggregate data from unstructured text in geo-referenced collections
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Towards automatic extraction of event and place semantics from flickr tags
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
A reranking approach for context-based concept fusion in video indexing and retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Journal of Visual Communication and Image Representation
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
Visual tag authoring: picture extraction via localized, collaborative tagging
AVI '08 Proceedings of the working conference on Advanced visual interfaces
Inferring generic activities and events from image content and bags of geo-tags
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
AdImage: video advertising by image matching and ad scheduling optimization
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Tag-geotag correlation in social networks
Proceedings of the 2008 ACM workshop on Search in social media
Object fingerprints for content analysis with applications to street landmark localization
MM '08 Proceedings of the 16th ACM international conference on Multimedia
ContextSeer: context search and recommendation at query time for shared consumer photos
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Contextual in-image advertising
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Topickr: flickr groups and users reloaded
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Event recognition: viewing the world with a third eye
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Mining GPS traces and visual words for event classification
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Spirittagger: a geo-aware tag suggestion tool mined from flickr
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Locating key views for image indexing of spaces
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Towards Click-Based Models of Geographic Interests in Web Search
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploiting Flickr Tags and Groups for Finding Landmark Photos
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Social tagging, online communication, and Peircean semiotics: a conceptual framework
Journal of Information Science
Key views for visualizing large spaces
Journal of Visual Communication and Image Representation
Proximate sensing using georeferenced community contributed photo collections
Proceedings of the 2009 International Workshop on Location Based Social Networks
Tagging and retrieving images with co-occurrence models: from corel to flickr
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
A latent semantic retrieval and clustering system for personal photos with sparse speech annotation
SSCS '09 Proceedings of the third workshop on Searching spontaneous conversational speech
The role of tags and image aesthetics in social image search
WSM '09 Proceedings of the first SIGMM workshop on Social media
Mining city landmarks from blogs by graph modeling
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Semantic context transfer across heterogeneous sources for domain adaptive video search
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Generating location overviews with images and tags by mining user-generated travelogues
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Multilayer pLSA for multimodal image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Global annotation on georeferenced photographs
Proceedings of the ACM International Conference on Image and Video Retrieval
Real-time near-duplicate elimination for web video search with content and context
IEEE Transactions on Multimedia - Special issue on integration of context and content
IEEE Transactions on Multimedia - Special issue on integration of context and content
Image space: capturing, sharing and contextualizing personal pictures in a simple and playful way
Proceedings of the International Conference on Advances in Computer Enterntainment Technology
Large Scale Tag Recommendation Using Different Image Representations
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Knowledge discovery over community-sharing media: from signal to intelligence
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Learning similarity metrics for event identification in social media
Proceedings of the third ACM international conference on Web search and data mining
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
SNDocRank: a social network-based video search ranking framework
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Retrieving landmark and non-landmark images from community photo collections
Proceedings of the international conference on Multimedia
Rich location-driven tag cloud suggestions based on public, community, and personal sources
Proceedings of the 1st ACM international workshop on Connected multimedia
Detecting events by clustering videos from large media databases
Proceedings of the 2nd ACM international workshop on Events in multimedia
Automatic creation of photo books from stories in social media
Proceedings of second ACM SIGMM workshop on Social media
Exploiting semantic hierarchies for Flickr group
AMT'10 Proceedings of the 6th international conference on Active media technology
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Research and applications on georeferenced multimedia: a survey
Multimedia Tools and Applications
Geotagging in multimedia and computer vision--a survey
Multimedia Tools and Applications
VIRaL: Visual Image Retrieval and Localization
Multimedia Tools and Applications
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Mining travel patterns from GPS-tagged photos
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Augmenting image processing with social tag mining for landmark recognition
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
eStorys: A visual storyboard system supporting back-channel communication for emergencies
Journal of Visual Languages and Computing
PhotoCity: training experts at large-scale image acquisition through a competitive game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
MyTravel: a geo-referenced social-oriented web 2.0 application
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
Automatic creation of photo books from stories in social media
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Mining flickr landmarks by modeling reconstruction sparsity
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Discovering multirelational structure in social media streams
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
ImageSense: Towards contextual image advertising
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Modeling social strength in social media community via kernel-based learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Using social media to identify events
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
IM2MAP: deriving maps from georeferenced community contributed photo collections
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
Scene reconstruction and visualization from internet photo collections
Scene reconstruction and visualization from internet photo collections
Exploration and comparison of geographic information sources using distance statistics
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Proceedings of the fifth ACM international conference on Web search and data mining
Multimedia Tools and Applications
Using manual and automated annotations to search images by semantic similarity
Multimedia Tools and Applications
Inferring photographic location using geotagged web images
Multimedia Tools and Applications
Location Discriminative Vocabulary Coding for Mobile Landmark Search
International Journal of Computer Vision
Finding wormholes with flickr geotags
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Mining Travel Patterns from Geotagged Photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Learning landmarks by exploiting social media
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Leveraging social media for scalable object detection
Pattern Recognition
GoThere: travel suggestions using geotagged photos
Proceedings of the 21st international conference companion on World Wide Web
Fusing concept detection and geo context for visual search
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Geo-based automatic image annotation
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Where is who: large-scale photo retrieval by facial attributes and canvas layout
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Mining the web for points of interest
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Social life logging: can we describe our own personal experience by using collective intelligence?
Proceedings of the 10th asia pacific conference on Computer human interaction
Find you wherever you are: geographic location and environment context-based pedestrian detection
Proceedings of the ACM multimedia 2012 workshop on Geotagging and its applications in multimedia
Geo-location inference on news articles via multimodal pLSA
Proceedings of the 20th ACM international conference on Multimedia
RssE-Miner: a new approach for efficient events mining from social media RSS feeds
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
GPSView: A scenic driving route planner
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
What happened near big ben: event-driven landmark mining from flickr
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Constructing places from spatial footprints
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Learning from mobile contexts to minimize the mobile location search latency
Image Communication
Uncovering locally characterizing regions within geotagged data
Proceedings of the 22nd international conference on World Wide Web
Chelsea won, and you bought a t-shirt: characterizing the interplay between Twitter and e-commerce
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Picture tags and world knowledge: learning tag relations from visual semantic sources
Proceedings of the 21st ACM international conference on Multimedia
City-view image retrieval leveraging check-in data
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia
Personalized intra- and inter-city travel recommendation using large-scale geotags
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia
A probablistic model for spatio-temporal signal extraction from social media
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Exploration of geo-tagged photos through data mining approaches
Expert Systems with Applications: An International Journal
Contextual object category recognition for RGB-D scene labeling
Robotics and Autonomous Systems
Automatic Abstract Tag Detection for Social Image Tag Refinement and Enrichment
Journal of Signal Processing Systems
Automated content labeling using context in email
Proceedings of the 17th International Conference on Management of Data
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The advent of media-sharing sites like Flickr and YouTube has drastically increased the volume of community-contributed multimedia resources available on the web. These collections have a previously unimagined depth and breadth, and have generated new opportunities - and new challenges - to multimedia research. How do we analyze, understand and extract patterns from these new collections? How can we use these unstructured, unrestricted community contributions of media (and annotation) to generate "knowledge". As a test case, we study Flickr - a popular photo sharing website. Flickr supports photo, time and location metadata, as well as a light-weight annotation model. We extract information from this dataset using two different approaches. First, we employ a location-driven approach to generate aggregate knowledge in the form of "representative tags" for arbitrary areas in the world. Second, we use a tag-driven approach to automatically extract place and event semantics for Flickr tags, based on each tag's metadata patterns. With the patterns we extract from tags and metadata, vision algorithms can be employed with greater precision. In particular, we demonstrate a location-tag-vision-based approach to retrieving images of geography-related landmarks and features from the Flickr dataset. The results suggest that community-contributed media and annotation can enhance and improve our access to multimedia resources - and our understanding of the world.