Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic image annotation and retrieval using cross-media relevance models
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion 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
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Real-Time Computerized Annotation of Pictures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Annotating photo collections by label propagation according to multiple similarity cues
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Annotating personal albums via web mining
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Finding image exemplars using fast sparse affinity propagation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
SheepDog: group and tag recommendation for flickr photos by automatic search-based learning
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Automatic selection of representative photo and smart thumbnailing using near-duplicate detection
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Proceedings of the 18th international conference on World wide web
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Semi-automatic flickr group suggestion
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Intelligent photo clustering with user interaction and distance metric learning
Pattern Recognition Letters
Interactive social group recommendation for Flickr photos
Neurocomputing
Towards optimizing human labeling for interactive image tagging
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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As one of the emerging Web 2.0 activities, tagging becomes a popular approach to manage personal media data, such as photo albums. However, exhaustively tagging all photos in an album is a labor-intensive and time-consuming task, and simply entering tags for the whole album will significantly degrade the tagging accuracy. In this paper, we propose a smart batch tagging scheme that aims at facilitating users in album tagging. For a given album, it selects a set of representative exemplars for manual tagging, where the number of exemplars is dependent on the content of the photos.Then the tags of the rest photos are automatically inferred.In this way, the number of tagged photos is significantly reduced and we will show that high tagging accuracy can still be maintained. Therefore, a good trade-off between manual efforts and tagging performance can be achieved. Experimental results have demonstrated the effectiveness and usefulness of the proposed approach.