19 citations · 38 across the 3 of their papers we have counts for
3 papers
Joint Segmentation and Path Classification of Curvilinear Structures
Agata Mosinska, Mateusz Kozinski, Pascal Fua
Detection of curvilinear structures in images has long been of interest. One of the most challenging aspects of this problem is inferring the graph representation of the curvilinea…
Beyond the Pixel-Wise Loss for Topology-Aware Delineation
Agata Mosinska, Pablo Marquez-Neila, Mateusz Kozinski +1
Delineation of curvilinear structures is an important problem in Computer Vision with multiple practical applications. With the advent of Deep Learning, many current approaches on…
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks
Mateusz Koziński, Loïc Simon, Frédéric Jurie
We propose a method for semi-supervised training of structured-output neural networks. Inspired by the framework of Generative Adversarial Networks (GAN), we train a discriminator…