Making large-scale support vector machine learning practical
Advances in kernel methods
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Detecting image orientation based on low-level visual content
Computer Vision and Image Understanding
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Manifold-ranking based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
A Semi-Supervised Active Learning Framework for Image Retrieval
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
A Bayesian Hierarchical Model for Learning Natural Scene Categories
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Modeling Scenes with Local Descriptors and Latent Aspects
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Graph based multi-modality learning
Proceedings of the 13th annual ACM international conference on Multimedia
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semi-Supervised Classification Using Linear Neighborhood Propagation
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic Panoramic Image Stitching using Invariant Features
International Journal of Computer Vision
Spectral clustering and transductive learning with multiple views
Proceedings of the 24th international conference on Machine learning
Video search re-ranking via multi-graph propagation
Proceedings of the 15th international conference on Multimedia
Beyond pixels: Exploiting camera metadata for photo classification
Pattern Recognition
AMC '09 Proceedings of the 2009 workshop on Ambient media computing
From usage to annotation: analysis of personal photo albums for semantic photo understanding
WSM '09 Proceedings of the first SIGMM workshop on Social media
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Smart batch tagging of photo albums
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MonuAnno: automatic annotation of georeferenced landmarks images
Proceedings of the ACM International Conference on Image and Video Retrieval
Context dependent SVMs for interconnected image network annotation
Proceedings of the international conference on Multimedia
Collection-based sparse label propagation and its application on social group suggestion from photos
ACM Transactions on Intelligent Systems and Technology (TIST)
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
Geotagging in multimedia and computer vision--a survey
Multimedia Tools and Applications
Context-based support vector machines for interconnected image annotation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Classification and annotation in social corpora using multiple relations
Proceedings of the 20th ACM international conference on Information and knowledge management
Compositional object pattern: a new model for album event recognition
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic tag generation and ranking for sensor-rich outdoor videos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multimedia Tools and Applications
Geotag propagation in social networks based on user trust model
Multimedia Tools and Applications
Music retagging using label propagation and robust principal component analysis
Proceedings of the 21st international conference companion on World Wide Web
Bidirectional semi-supervised learning with graphs
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
CueNet: a context discovery framework to tag personal photos
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Naming persons in video: Using the weak supervision of textual stories
Journal of Visual Communication and Image Representation
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This paper considers the emerging problem of annotating personal photo collections that are taken by digital cameras and may have been subsequently organized by customers. Unlike the images from the web searching engine or commercial image banks (e.g. the Corel database), the photos in the same personal collection are related to each other in time, location, and content. Advanced technologies can record the GPS coordinates for each photo, and thus provide a richer source of context to model and enforce the correlation between the photos in the same collection. Recognizing the well-known limitations ("semantic gap") of visual recognition algorithms, we exploit the correlation between the photos to enhance the annotation performance. In our approach, high-confidence annotation labels are first obtained for certain photos and then propagated to the remaining photos in the same collection, according to time, location, and visual proximity (or similarity). A novel generative probabilistic model is employed, which outperforms the pervious linear propagation scheme. Experimental results have shown the advantages of the proposed annotation scheme.