Ben Glocker

Needles in Haystacks: On Classifying Tiny Objects in Large Images

2019 · arXiv (Cornell University)

In some important computer vision domains, such as medical or hyperspectral imaging, we care about the classification of tiny objects in large images. However, most Convolutional Neural Networks (CNNs) for image classification were developed using …

Domain Generalization via Model-Agnostic Learning of Semantic Features

2019 · arXiv (Cornell University)

Generalization capability to unseen domains is crucial for machine learning models when deploying to real-world conditions. We investigate the challenging problem of domain generalization, i.e., training a model on multi-domain source data such that it …