Automatic image orientation detection for natural images is a useful, yet challenging research area. Humans use scene context and semantic object recognition to identify the correct image...
Correspondence Information: (2008)
Matthew Boutell, Jiebo Luo, Dr. Jiebo Luo
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...
Bayesian fusion of camera metadata cues in semantic scene classification (2004)
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...
Incorporating temporal context with content for classifying image collections (2004)
Semantic scene classification is an open problem in image understanding, especially when information purely from image content (i.e., pixels) is employed. However, in applications involving image...
Multi-Label Machine Learning and Its Application to Semantic Scene Cassification (2004)
Xipeng Shen, Matthew Boutell, Jiebo Luo, Christopher Brown
In classic pattern recognition problems, classes are mutually exclusive by definition. Classification errors occur when the classes overlap in the feature space. We examine a different situation,...
Learning spatial configuration models using modified Dirichlet priors (2004)
Matthew Boutell, Christopher Brown, Jiebo Luo
Semantic scene classification is a challenging problem in computer vision. Special-purpose semantic object and material (e.g., sky and grass) detectors help, but are faulty in practice. In this...
Multi-label semantic scene classification (2003)
Matthew Boutell, Xipeng Shen, Jiebo Luo, Chris Brown
In classic pattern recognition problems, classes are mutually exclusive by definition. Classification errors occur when the classes overlap in the feature space. We examine a different situation,...
Jiebo Luo, David Crandall, Amit Singhal, Matthew Boutell, Robert T. Gray
Abstract—The experiment reported here investigates the perception of orientation of color photographic images. A collection of 1000 images (mix of professional photos and consumer snapshots) was...
Sunset scene classification using simulated image recomposition (2003)
Matthew Boutell, Jiebo Luo, Robert T. Gray
Knowledge of the semantic classification of an image can be used to improve the accuracy of queries in content-based image organization and retrieval and to provide customized image enhancement. We...