2 papers
cs.CV2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation
Misgana Negassi, Diane Wagner, Alexander Reiterer
Data augmentation methods enrich datasets with augmented data to improve the performance of neural networks. Recently, automated data augmentation methods have emerged, which autom…
cs.LG2020
Hyperparameter Transfer Across Developer Adjustments
Danny Stoll, Jörg K. H. Franke, Diane Wagner +2
After developer adjustments to a machine learning (ML) algorithm, how can the results of an old hyperparameter optimization (HPO) automatically be used to speedup a new HPO? This q…