QUBIQ：生物医学图像分割挑战中的不确定性量化
图像与视频处理
2024-06-25 v2 计算机视觉与模式识别
摘要
医学图像分割任务中的不确定性，尤其是来自不同专家对解释和注释差异导致的跨评审者变异性，构成了实现一致可靠图像分割的重大挑战。这一变异性不仅反映了医学图像解释的内在复杂性和主观性，还直接影响自动化分割算法的开发与评估。准确建模和量化这种变异性对于增强这些算法的鲁棒性和临床应用性至关重要。我们报告了量化生物医学图像量化挑战（QUBIQ）的设置情况并总结基准结果，该挑战在国际医学图像计算和计算机辅助干预会议（MICCAI）2020和2021期间举办。该挑战聚焦于医学图像分割的不确定性量化，考虑到影像数据集中普遍存在的跨评审者变异性。大量带有多评审者注释的图像集合涵盖了各种模态（如MRI和CT）、 various器官（如脑、前列腺、肾脏和胰腺）以及不同的图像维度（2D与3D）。24个团队提交了不同的解决方案，结合了各种基线模型、贝叶斯神经网络和集成模型技术。结果表明，集成模型的重要性以及进一步研究开发高效3D方法以应用于3D分割任务不确定性量化方法的必要性。
引用
@article{arxiv.2405.18435,
title = {QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge},
author = {Hongwei Bran Li and Fernando Navarro and Ivan Ezhov and Amirhossein Bayat and Dhritiman Das and Florian Kofler and Suprosanna Shit and Diana Waldmannstetter and Johannes C. Paetzold and Xiaobin Hu and Benedikt Wiestler and Lucas Zimmer and Tamaz Amiranashvili and Chinmay Prabhakar and Christoph Berger and Jonas Weidner and Michelle Alonso-Basant and Arif Rashid and Ujjwal Baid and Wesam Adel and Deniz Ali and Bhakti Baheti and Yingbin Bai and Ishaan Bhatt and Sabri Can Cetindag and Wenting Chen and Li Cheng and Prasad Dutand and Lara Dular and Mustafa A. Elattar and Ming Feng and Shengbo Gao and Henkjan Huisman and Weifeng Hu and Shubham Innani and Wei Jiat and Davood Karimi and Hugo J. Kuijf and Jin Tae Kwak and Hoang Long Le and Xiang Lia and Huiyan Lin and Tongliang Liu and Jun Ma and Kai Ma and Ting Ma and Ilkay Oksuz and Robbie Holland and Arlindo L. Oliveira and Jimut Bahan Pal and Xuan Pei and Maoying Qiao and Anindo Saha and Raghavendra Selvan and Linlin Shen and Joao Lourenco Silva and Ziga Spiclin and Sanjay Talbar and Dadong Wang and Wei Wang and Xiong Wang and Yin Wang and Ruiling Xia and Kele Xu and Yanwu Yan and Mert Yergin and Shuang Yu and Lingxi Zeng and YingLin Zhang and Jiachen Zhao and Yefeng Zheng and Martin Zukovec and Richard Do and Anton Becker and Amber Simpson and Ender Konukoglu and Andras Jakab and Spyridon Bakas and Leo Joskowicz and Bjoern Menze},
journal= {arXiv preprint arXiv:2405.18435},
year = {2024}
}
备注
initial technical report