A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Color constancy for scenes with varying illumination
Computer Vision and Image Understanding - Special issue on physics-based modeling and reasoning in computer vision
Use of the Hough transformation to detect lines and curves in pictures
Communications of the ACM
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Mean Shift, Mode Seeking, and Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Missing data correction in still images and image sequences
Proceedings of the tenth ACM international conference on Multimedia
Classifying Images of Materials: Achieving Viewpoint and Illumination Independence
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
What is the set of images of an object under all possible lighting conditions?
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
ACM SIGGRAPH 2003 Papers
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Active Appearance Models Revisited
International Journal of Computer Vision
Face Recognition Robust to Head Pose from One Sample Image
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
WND-CHARM: Multi-purpose image classification using compound image transforms
Pattern Recognition Letters
Matching and Retrieval Based on the Vocabulary and Grammar of Color Patterns
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
An image preprocessing algorithm for illumination invariant face recognition
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Snakes, shapes, and gradient vector flow
IEEE Transactions on Image Processing
Matching and retrieval based on the vocabulary and grammar of color patterns
IEEE Transactions on Image Processing
The vocabulary and grammar of color patterns
IEEE Transactions on Image Processing
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We propose a novel automated algorithm for classifying diagnostic categories of otitis media: acute otitis media, otitis media with effusion, and no effusion. Acute otitis media represents a bacterial superinfection of the middle ear fluid, while otitis media with effusion represents a sterile effusion that tends to subside spontaneously. Diagnosing children with acute otitis media is difficult, often leading to overprescription of antibiotics as they are beneficial only for children with acute otitis media. This underscores the need for an accurate and automated diagnostic algorithm. To that end, we design a feature set understood by both otoscopists and engineers based on the actual visual cues used by otoscopists; we term this the otitis media vocabulary. We also design a process to combine the vocabulary terms based on the decision process used by otoscopists; we term this the otitis media grammar. The algorithm achieves 89.9% classification accuracy, outperforming both clinicians who did not receive special training and state-of the-art classifiers.