Lorenzo Cerrone — accepted AI-conference papers

2022

CellTypeGraph: A New Geometric Computer Vision Benchmark

Lorenzo Cerrone, Athul Vijayan, Tejasvinee Mody, Kay Schneitz, Fred A. Hamprecht

CVPR 2022poster

Classifying all cells in an organ is a relevant and difficult problem from plant developmental biology. We here abstract the problem into a new benchmark for node classification in a geo-referenced graph. Solving it requires learning the spatial layout of the organ including symmetries. To allow the…

Cited by 1 PDF ↗code ↗Scholar ↗

2019

End-To-End Learned Random Walker for Seeded Image Segmentation

Lorenzo Cerrone, Alexander Zeilmann, Fred A. Hamprecht

CVPR 2019poster

We present an end-to-end learned algorithm for seeded segmentation. Our method is based on the Random Walker algorithm, where we predict the edge weights of the un- derlying graph using a convolutional neural network. This can be interpreted as learning context-dependent diffusiv- ities for a linear…

Cited by 32 PDF ↗code ↗Scholar ↗