6 citations · 6 across the 1 of their papers we have counts for
3 papers
Shadow Transfer: Single Image Relighting For Urban Road Scenes
Alexandra Carlson, Ram Vasudevan, Matthew Johnson-Roberson
Illumination effects in images, specifically cast shadows and shading, have been shown to decrease the performance of deep neural networks on a large number of vision-based detecti…
Sensor Transfer: Learning Optimal Sensor Effect Image Augmentation for Sim-to-Real Domain Adaptation
Alexandra Carlson, Katherine A. Skinner, Ram Vasudevan +1
Performance on benchmark datasets has drastically improved with advances in deep learning. Still, cross-dataset generalization performance remains relatively low due to the domain…
Modeling Camera Effects to Improve Visual Learning from Synthetic Data
Alexandra Carlson, Katherine A. Skinner, Ram Vasudevan +1
Recent work has focused on generating synthetic imagery to increase the size and variability of training data for learning visual tasks in urban scenes. This includes increasing th…