Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for
Personalized Musculoskeletal Modeling

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Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling

21 July 2019

Masaki Takao

Nobuhiko Sugano

Yoshinobu Sato

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Papers citing "Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling"

12 / 12 papers shown

Title
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation T. Nair Doina Precup Douglas L. Arnold Tal Arbel UQCV 58 445 0 03 Aug 2018
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions Zach Eaton-Rosen Felix J. S. Bragman Sotirios Bisdas Sebastien Ourselin M. Jorge Cardoso UQCV 63 86 0 22 Jun 2018
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size Yuta Hiasa Y. Otake Masaki Takao Takumi Matsuoka K. Takashima Jerry L. Prince Nobuhiko Sugano Yoshinobu Sato GAN MedIm 45 199 0 18 Mar 2018
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation Ling Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 71 504 0 15 Jun 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 354 4,709 0 15 Mar 2017
Reverse Classification Accuracy: Predicting Segmentation Performance in the Absence of Ground Truth V. Valindria I. Lavdas Wenjia Bai Konstantinos Kamnitsas E. Aboagye A. Rockall Daniel Rueckert Ben Glocker 64 127 0 11 Feb 2017
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 0 20 May 2016
Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding Alex Kendall Vijay Badrinarayanan R. Cipolla UQCV BDL 89 1,065 0 09 Nov 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 821 9,318 0 06 Jun 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 326 18,625 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Multi-Atlas Segmentation of Biomedical Images: A Survey Juan Eugenio Iglesias M. Sabuncu 87 671 0 10 Dec 2014