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Stefan Habenschuss

2 accepted papers

2022

PolyWorld: Polygonal Building Extraction With Graph Neural Networks in Satellite Images

CVPR 2022poster

While most state-of-the-art instance segmentation methods produce binary segmentation masks, geographic and cartographic applications typically require precise vector polygons of extracted objects instead of rasterized output. This paper introduces PolyWorld, a neural network that directly extracts…

Cited by 105PDFcodeScholar
2015

Synaptic Sampling: A Bayesian Approach to Neural Network Plasticity and Rewiring

NeurIPS 2015poster

We reexamine in this article the conceptual and mathematical framework for understanding the organization of plasticity in spiking neural networks. We propose that inherent stochasticity enables synaptic plasticity to carry out probabilistic inference by sampling from a posterior distribution of syn…

Cited by 25SourcePDFScholar