Ensemble Soft-Margin Softmax Loss for Image Classification.
Xiaobo WangShifeng ZhangZhen LeiSi LiuXiaojie GuoStan Z. LiPublished in: IJCAI (2018)
Keyphrases
- soft margin
- image classification
- generalization ability
- parameter selection
- support vector
- support vector machine
- ensemble methods
- bag of words
- image representation
- neural network
- image features
- boosting algorithms
- feature extraction
- training set
- svm classifier
- class conditional
- learning algorithm
- class specific
- generalization error
- multi label
- perceptron algorithm
- visual words
- linear classifiers
- base classifiers
- svm classification
- training data
- binary classification
- support vectors
- multi class
- data sets
- weak classifiers
- decision trees
- object classes
- maximum entropy
- noisy data
- feature space