Simon Reiß

Publications

2026

Good Enough? An Investigation on the Impact of Label Quality in Large-Scale Medical Datasets Alexander Jaus, Zdravko Marinov, Constantin Seibold, Simon Reiß, Jiale Wei, Jens Kleesiek, Rainer Stiefelhagen arXiv OmniMedSeg: A Large-Scale Standardized Benchmark for Interactive Medical Image Segmentation Zdravko Marinov, Alexander Jaus, Simon Reiß, Tobias Schlumberger, Jiale Wei, Di Wen, Junwei Zheng, Jens Kleesiek, Rainer Stiefelhagen

2025

Foreign object segmentation in chest x-rays through anatomy-guided shape insertion Constantin Seibold, Hamza Kalisch, Lukas Heine, Simon Reiß, Jens Kleesiek arXiv

2024

Every Component Counts: Rethinking the Measure of Success for Medical Semantic Segmentation in Multi-Instance Segmentation Tasks Alexander Jaus, Constantin Seibold, Simon Reiß, Zdravko Marinov, Keyi Li, Zeling Ye, Stefan Krieg, Jens Kleesiek, Rainer Stiefelhagen The 39th Annual AAAI Conference on Artificial Intelligence Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation? Alexander Jaus, Simon Reiß, Jens Kleesiek, Rainer Stiefelhagen arXiv Anatomy-Guided Pathology Segmentation Alexander Jaus, Constantin Seibold, Simon Reiß, Lukas Heine, Anton Schily, Moon Kim, Fin Hendrik Bahnsen, Ken Herrmann, Rainer Stiefelhagen, Jens Kleesiek Medical Image Computing and Computer Assisted Intervention – MICCAI 2024

2023

Accurate Fine-Grained Segmentation of Human Anatomy in Radiographs via Volumetric Pseudo-Labeling Constantin Seibold, Alexander Jaus, Matthias A. Fink, Moon Kim, Simon Reiß, Ken Herrmann, Jens Kleesiek, Rainer Stiefelhagen arXiv Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging Zdravko Marinov, Simon Reiß, David Kersting, Jens Kleesiek, Rainer Stiefelhagen arXiv

2022

Detailed Annotations of Chest X-Rays via CT Projection for Report Understanding Constantin Seibold, Simon Reiß, Saquib Sarfraz, Matthias A. Fink, Victoria L. Mayer, Jan Sellner, Moon Kim, Klaus Maier-Hein, Jens Kleesiek, Rainer Stiefelhagen 33rd British Machine Vision Conference Breaking with Fixed Set Pathology Recognition Through Report-Guided Contrastive Training Constantin Seibold, Simon Reiß, M. Saquib Sarfraz, Rainer Stiefelhagen, Jens Kleesiek Medical Image Computing and Computer Assisted Intervention – MICCAI 2022

2021

Reference-guided Pseudo-Label Generation for Medical Semantic Segmentation Constantin Seibold, Simon Reiß, Jens Kleesiek, Rainer Stiefelhagen arXiv:2112.00735 [cs, eess]