Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning.
Timo MilbichKarsten RothSamarth SinhaLudwig SchmidtMarzyeh GhassemiBjörn OmmerPublished in: CoRR (2021)
Keyphrases
- metric learning
- distance metric
- distance metric learning
- pairwise
- semi supervised
- dimensionality reduction
- machine learning and pattern recognition
- mahalanobis distance
- learning tasks
- distance function
- person re identification
- nearest neighbor classification
- multi task
- feature space
- semi supervised learning
- mahalanobis metric
- neural network
- subject to linear constraints
- domain knowledge
- data mining
- semi supervised clustering
- labeled data
- e learning
- semi definite programming
- computer vision
- machine learning