Negative Margin Matters: Understanding Margin in Few-shot Classification.
Bin LiuYue CaoYutong LinQi LiZheng ZhangMingsheng LongHan HuPublished in: CoRR (2020)
Keyphrases
- support vector
- decision boundary
- training set
- pattern recognition
- classification accuracy
- soft margin
- maximum margin
- classification algorithm
- support vector machine
- pattern classification
- text classification
- feature selection
- class labels
- feature vectors
- half spaces
- classification method
- video content
- video sequences
- machine learning
- decision trees
- feature extraction
- supervised learning
- automatic classification
- classification scheme
- classification systems
- generalization error
- margin maximization
- shot boundary detection
- classification process
- generalization ability
- classification models
- hyperplane
- feature space
- decision rules
- detection algorithm