Decathlon?

• Brain Tumor Segmentation
• Liver Tumor Segmentation
• Hippocampus Segmentation
• Lung Tumor Segmentation
• Prostate Segmentation
• Cardiac Segmentation
• Pancreas Tumor Segmentation
• Colon Cancer Segmentation
• Hepatic Vessels Segmentation
• Spleen Segmentation

카카오브레인 블로그포스트

https://www.kakaobrain.com/blog/48

nnU-Net (no-new U-Net)

Abstract

The present paper introduces the nnU-Net (”nonew-Net”), which refers to a robust and self-adapting framework on the basis of 2D and 3D vanilla U-Nets. We argue the strong case for taking away superfluous bells and whistles of many proposed network designs and instead focus on the remaining aspects that make out the performance and generalizability of a method.

Introduction

architectural tweaks that are intended to improve the performance of a network can rather easily be demonstrated to work if the network is not yet fully optimized for the task at hand, allowing for plenty of headroom for the tweak to improve results. In our own preliminary experiments, these tweaks however were unable to improve segmentation results in fully optimized networks and thus most likely unable to advance the state of the art.