Image classification and querying using composite region templates
Computer Vision and Image Understanding - Special issue on content-based access for image and video libraries
A unified framework for semantics and feature based relevance feedback in image retrieval systems
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
AutoAlbum: Clustering Digital Photographs using Probabilistic Model Merging
CBAIVL '00 Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'00)
Configuration based scene classification and image indexing
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
A Computationally Efficient Approach to Indoor/Outdoor Scene Classification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Sunset scene classification using simulated image recomposition
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Content-Based Hierarchical Classification of Vacation Images
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Multimodal metadata fusion using causal strength
Proceedings of the 13th annual ACM international conference on Multimedia
MyPlaces: detecting important settings in a visual diary
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Classification and annotation of digital photos using optical context data
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Multimedia information retrieval: watershed events
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Detecting Interesting Regions in Photographs --- How Metadata Can Help
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
A smart clustering algorithm for photo set obtained from multiple digital cameras
Proceedings of the 2009 ACM symposium on Applied Computing
Incorporating camera metadata for attended region detection and consumer photo classification
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Using visual context and region semantics for high-level concept detection
IEEE Transactions on Multimedia - Special issue on integration of context and content
On the Coöperative Creation of Multimedia Meaning
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Exploit camera metadata for enhancing interesting region detection and photo retrieval
Multimedia Tools and Applications
Natural scene classification using overcomplete ICA
Pattern Recognition
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Region based image retrieval incorporated with camera metadata
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Digital photo classification methodology for groups of photographers
Multimedia Tools and Applications
A Novel Method for Efficient Indoor---Outdoor Image Classification
Journal of Signal Processing Systems
A framework for photo-quality assessment and enhancement based on visual aesthetics
Proceedings of the international conference on Multimedia
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
A holistic approach to aesthetic enhancement of photographs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Fuzzy particle swarm optimization clustering and its application to image clustering
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Automated content labeling using context in email
Proceedings of the 17th International Conference on Management of Data
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Semantic scene classification based only on low-level vision cues has had limited success on unconstrained image sets. On the other hand, camera metadata related to capture conditions provides cues independent of the captured scene content that can be used to improve classification performance. We consider two problems: indoor-outdoor classification and sunset detection. Analysis of camera metadata statistics for images of each class revealed that metadata fields, such as exposure time, flash fired, and subject distance, are most discriminative for both indooroutdoor and sunset classification. A Bayesian network is employed to fuse content-based and metadata cues in the probability domain and degrades gracefully, even when specific metadata inputs are missing (a practical concern). Finally, we provide extensive experimental results on the two problems, using content-based and metadata cues to demonstrate the efficacy of the proposed integrated scene classification scheme.