Search Results for author: Agata Mosinska

Found 6 papers, 2 papers with code

Tracing in 2D to Reduce the Annotation Effort for 3D Deep Delineation

1 code implementation26 Nov 2018 Mateusz Koziński, Agata Mosinska, Mathieu Salzmann, Pascal Fua

The difficulty of obtaining annotations to build training databases still slows down the adoption of recent deep learning approaches for biomedical image analysis.

Beyond the Pixel-Wise Loss for Topology-Aware Delineation

no code implementations CVPR 2018 Agata Mosinska, Pablo Marquez-Neila, Mateusz Kozinski, Pascal Fua

We propose a new loss term that is aware of the higher-order topological features of linear structures.

Active Learning and Proofreading for Delineation of Curvilinear Structures

no code implementations23 Dec 2016 Agata Mosinska, Jakub Tarnawski, Pascal Fua

In a proofreading context, we similarly find regions of the resulting reconstruction that should be verified in priority to obtain a nearly-perfect result.

Active Learning General Classification

Active Learning for Delineation of Curvilinear Structures

no code implementations CVPR 2016 Agata Mosinska, Raphael Sznitman, Przemysław Głowacki, Pascal Fua

Many recent delineation techniques owe much of their increased effectiveness to path classification algorithms that make it possible to distinguish promising paths from others.

Active Learning General Classification

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