Comparison of Generative and Discriminative Techniques for Object Detection and Classification.
Ilkay UlusoyChristopher M. BishopPublished in: Toward Category-Level Object Recognition (2006)
Keyphrases
- object detection
- discriminative learning
- discriminatively trained
- discriminative classifiers
- object classification
- discriminative methods
- feature extraction
- pattern recognition
- unsupervised learning
- object categories
- bayesian network classifiers
- generative model
- conditional likelihood
- classification accuracy
- discriminative training
- text classification
- discriminative models
- classification algorithm
- machine learning
- discriminative features
- support vector
- class discrimination
- feature vectors
- discriminative information
- robust classification
- benchmark datasets
- category labels
- class labels
- training samples
- image classification
- object recognition
- bayesian networks
- feature selection
- bag of words
- probabilistic boosting tree
- human detection
- object class
- classification method
- multi class
- computer vision