QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results

Deep learning (DL) models have provided state-of-the-art performance in various medical imaging benchmarking challenges, including the Brain Tumor Segmentation (BraTS) challenges. However, the task of focal pathology multi-compartment segmentation (e.g., tumor and lesion sub-regions) is particularly...

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Veröffentlicht in:	arXiv.org 2022-08
Hauptverfasser:	Mehta, Raghav, Filos, Angelos, Baid, Ujjwal, Sako, Chiharu, McKinley, Richard, Rebsamen, Michael, Datwyler, Katrin, Meier, Raphael, Radojewski, Piotr, Gowtham Krishnan Murugesan, Nalawade, Sahil, Ganesh, Chandan, Wagner, Ben, Yu, Fang F, Fei, Baowei, Madhuranthakam, Ananth J, Maldjian, Joseph A, Daza, Laura, Gomez, Catalina, Arbelaez, Pablo, Dai, Chengliang, Wang, Shuo, Reynaud, Hadrien, Yuan-han, Mo, Angelini, Elsa, Guo, Yike, Bai, Wenjia, Banerjee, Subhashis, Lin-min, Pei, Murat, A K, Rosas-Gonzalez, Sarahi, Zemmoura, Ilyess, Tauber, Clovis, Vu, Minh H, Nyholm, Tufve, Lofstedt, Tommy, Laura Mora Ballestar, Vilaplana, Veronica, McHugh, Hugh, Gonzalo Maso Talou, Wang, Alan, Patel, Jay, Chang, Ken, Hoebel, Katharina, Gidwani, Mishka, Nishanth Arun, Gupta, Sharut, Aggarwal, Mehak, Singh, Praveer, Gerstner, Elizabeth R, Kalpathy-Cramer, Jayashree, Boutry, Nicolas, Huard, Alexis, Vidyaratne, Lasitha, Rahman, Md Monibor, Iftekharuddin, Khan M, Chazalon, Joseph, Puybareau, Elodie, Tochon, Guillaume, Ma, Jun, Cabezas, Mariano, Llado, Xavier, Oliver, Arnau, Valencia, Liliana, Valverde, Sergi, Amian, Mehdi, Soltaninejad, Mohammadreza, Myronenko, Andriy, Hatamizadeh, Ali, Xue, Feng, Dou, Quan, Tustison, Nicholas, Meyer, Craig, Shah, Nisarg A, Talbar, Sanjay, Weber, Marc-Andre, Mahajan, Abhishek, Jakab, Andras, Wiest, Roland, Fathallah-Shaykh, Hassan M, Nazeri, Arash, Mikhail Milchenko1, Marcus, Daniel, Kotrotsou, Aikaterini, Colen, Rivka, Freymann, John, Kirby, Justin, Davatzikos, Christos, Menze, Bjoern, Bakas, Spyridon, Yarin Gal, Arbel, Tal
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Benchmarks Brain Brain cancer Computer Science - Computer Vision and Pattern Recognition Computer Science - Learning Confidence intervals Estimates Image segmentation Machine learning Medical imaging Tumors Uncertainty
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