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Despite recent advances in the accuracy of brain tumor segmentation, the results still suffer from low reliability and robustness.
A Practical Bayesian Framework for Backpropagation Networks
MacKay DJC · 1992
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Hinton GE, van Camp D · 1993
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Dempster AP · 2008
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The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
Menze BH, Jakab A, Bauer S, Kalpathy-Cramer J, Farahani K, Kirby J, et al · 2014
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Fully Convolutional Networks for Semantic Segmentation
Long J, Shelhamer E, Darrell T · 2015
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U-Net: Convolutional Networks for Biomedical Image Segmentation
Ronneberger O, Fischer P, Brox T · 2015
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Probabilistic Backpropagation for Scalable Learning of Bayesian Neural Networks
Hernandez-Lobato JM, Adams R · 2015
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Subjective Logic
Jøsang A · 2016
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Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks
Dong H, Yang G, Liu F, Mo Y, Guo Y · 2017
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Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding
Kendall A, Badrinarayanan V, Cipolla R · 2017
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Advancing The Cancer Genome Atlas Glioma MRI Collections with Expert Segmentation Labels and Radiomic Features
Bakas S, Akbari H, Sotiras A, Bilello M, Rozycki M, Kirby JS, et al · 2017
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Evidential Deep Learning to Quantify Classification Uncertainty
Sensoy M, Kaplan L, Kandemir M · 2018
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Can You Trust Your Models Uncertainty? Evaluating Predictive Uncertainty under Dataset Shift
Ovadia Y, Fertig E, Ren J, Nado Z, Sculley D, Nowozin S, et al · 2019
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Analyzing the Quality and Challenges of Uncertainty Estimations for Brain Tumor Segmentation
Jungo A, Balsiger F, Reyes M · 2020
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Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey
Muhammad K, Khan S, Ser JD, de Albuquerque VHC · 2020
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Information Aware Max-Norm Dirichlet Networks for Predictive Uncertainty Estimation
Tsiligkaridis T · 2020
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Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation
Mehrtash A, Wells WM, Tempany CM, Abolmaesumi P, Kapur T · 2020
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Bakas S, Reyes M, Jakab A, Bauer S, Rempfler M, Crimi A, et al · 2019
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Quantile Regression
Das K, Krzywinski M, Altman N · 2019
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Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation
Nair T, Precup D, Arnold DL, Arbel T · 2019
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Chen J, Lu Y, Yu Q, Luo X, Adeli E, Wang Y, et al · 2021
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Evidential Fully Convolutional Network for Semantic Segmentation
Tong Z, Xu P, Denœux T · 2021
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LKAU-Net: 3D Large-Kernel Attention-Based U-Net for Automatic MRI Brain Tumor Segmentation
Li H, Nan Y, Yang G · 2022
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