3 papers
cs.SE2021
SilGAN: Generating driving maneuvers for scenario-based software-in-the-loop testing
Dhasarathy Parthasarathy, Anton Johansson
Automotive software testing continues to rely largely upon expensive field tests to ensure quality because alternatives like simulation-based testing are relatively immature. As a…
stat.ML2021
Slope and generalization properties of neural networks
Anton Johansson, Niklas Engsner, Claes Strannegård +1
Neural networks are very successful tools in for example advanced classification. From a statistical point of view, fitting a neural network may be seen as a kind of regression, wh…
cs.CV2020
Does the dataset meet your expectations? Explaining sample representation in image data
Dhasarathy Parthasarathy, Anton Johansson
Since the behavior of a neural network model is adversely affected by a lack of diversity in training data, we present a method that identifies and explains such deficiencies. When…