Nodule detection and generation on chest X-rays: NODE21 Challenge

no code implementations • 4 Jan 2024 • Ecem Sogancioglu, Bram van Ginneken, Finn Behrendt, Marcel Bengs, Alexander Schlaefer, Miron Radu, Di Xu, Ke Sheng, Fabien Scalzo, Eric Marcus, Samuele Papa, Jonas Teuwen, Ernst Th. Scholten, Steven Schalekamp, Nils Hendrix, Colin Jacobs, Ward Hendrix, Clara I Sánchez, Keelin Murphy

To address this, we organized a public research challenge, NODE21, aimed at the detection and generation of lung nodules in chest X-rays.

Benchmarking

Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms

1 code implementation • 20 Nov 2023 • Joren Brunekreef, Eric Marcus, Ray Sheombarsing, Jan-Jakob Sonke, Jonas Teuwen

If one only requires only marginal calibration on the image level, this calibration set consists of all individual pixels in the images available for calibration.

Conformal Prediction Image Segmentation +1

Constrained Empirical Risk Minimization: Theory and Practice

1 code implementation • 9 Feb 2023 • Eric Marcus, Ray Sheombarsing, Jan-Jakob Sonke, Jonas Teuwen

Deep Neural Networks (DNNs) are widely used for their ability to effectively approximate large classes of functions.