Revisiting Training Strategies and Generalization Performance in Deep Metric Learning.
Karsten RothTimo MilbichSamarth SinhaPrateek GuptaBjörn OmmerJoseph Paul CohenPublished in: CoRR (2020)
Keyphrases
- metric learning
- distance metric learning
- distance metric
- semi supervised
- machine learning and pattern recognition
- pairwise
- semi supervised clustering
- learning tasks
- dimensionality reduction
- supervised learning
- multi task
- nearest neighbor classification
- mahalanobis metric
- distance function
- training set
- learning machines
- subject to linear constraints
- prior knowledge
- decision trees
- background knowledge
- training samples
- semi supervised learning
- unsupervised learning
- feature space
- semi definite programming
- knowledge base
- machine learning