Helmholtz Imaging CONNECT

More than 450,000 people are diagnosed with cancer each year in Germany. Cancer is a disease that poses enormous challenges to research, because every cancer is different and its course can vary immensely even from …

In Helmholtz Imaging CONNECT
➤Applications: 41 ➤Facilities: 0 ➤Instruments: 6 ➤Labs: 18 ➤Modalities: 34 ➤Experts: 31 ➤Solutions: 9

No instrument found.

No lab found.

Solution

FD-Shifts: A Benchmark for Failure Detection under Distribution Shifts in Image Classification (fd_shifts)

This repository contains a framework for benchmarking failure detection methods under distribution shifts in image classification featuring implementations of baseline methods, data sets and metrics. Additionally to a wide range of built-in methods, this framework …

In Helmholtz Imaging CONNECT
➤Applications: 1 ➤Facilities: 0 ➤Centers: 1 ➤Instruments: 0 ➤Labs: 1 ➤Modalities: 0 ➤Experts: 2

Solution

NnU-Net

When confronted with a new dataset, the application of AI-based segmentation methods is non-trivial. Substantial manual effort is required to optimize the network topology, preprocessing, training procedure and inference strategy to the task at hand. …

In Helmholtz Imaging CONNECT
➤Applications: 3 ➤Facilities: 0 ➤Centers: 1 ➤Instruments: 18 ➤Labs: 2 ➤Modalities: 10 ➤Experts: 2