Margin-based Sampling in Deep Metric Learning.
Shangwei ZhouQingsong YuJun SunPublished in: ICBDC (2019)
Keyphrases
- metric learning
- distance metric
- pairwise constraints
- distance metric learning
- semi supervised
- machine learning and pattern recognition
- pairwise
- multi task
- dimensionality reduction
- multi class
- kernel matrix
- learning tasks
- unlabeled data
- distance function
- feature space
- random sampling
- margin maximization
- semi supervised learning
- sample size
- mahalanobis metric
- high dimensional
- background knowledge
- labeled data
- markov random field
- active learning
- support vector
- similarity measure
- data mining
- data sets