Fully Convolutional Network Ensembles for White Matter Hyperintensities Segmentation in MR Images

14 February 2018

Papers citing "Fully Convolutional Network Ensembles for White Matter Hyperintensities Segmentation in MR Images"

34 / 34 papers shown

Title
P-Count: Persistence-based Counting of White Matter Hyperintensities in Brain MRI Xiaoling Hu Annabel Sorby-Adams F. Barkhof Taylor Kimberly O. Puonti J. Iglesias 18 3 0 20 Mar 2024
3D SA-UNet: 3D Spatial Attention UNet with 3D ASPP for White Matter Hyperintensities Segmentation Changlu Guo 21 0 0 15 Sep 2023
Data Augmentation-Based Unsupervised Domain Adaptation In Medical Imaging S. Llambias Mads Nielsen Mostafa Mehdipour-Ghazi OOD 18 4 0 08 Aug 2023
Class Attention to Regions of Lesion for Imbalanced Medical Image Recognition Jia-Xin Zhuang Jiabin Cai Jianguo Zhang Wei-Shi Zheng Ruixuan Wang 6 10 0 19 Jul 2023
Effect of Intensity Standardization on Deep Learning for WML Segmentation in Multi-Centre FLAIR MRI A. Ghazvanchahi P. Maralani A. Moody A. Khademi 23 1 0 07 Jul 2023
A Unified Framework for U-Net Design and Analysis Christopher Williams Fabian Falck George Deligiannidis Chris Holmes Arnaud Doucet Saifuddin Syed SSeg AI4CE 41 34 0 31 May 2023
Ensemble Methods for Multi-Organ Segmentation in CT Series L. Crespi P. Roncaglioni D. Dei C. Franzese N. Lambri Daniele Loiacono P. Mancosu M. Scorsetti 17 0 0 31 Mar 2023
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation Xutao Guo Yanwu Yang Chenfei Ye Shangfeng Lu Yang Xiang Tingxia Ma MedIm DiffM 44 32 0 27 Oct 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Dong-Ming Zhang Yi-Mou Lin Hao Chen Zhuotao Tian Xin Yang Jinhui Tang Kwang-Ting Cheng VLM 35 11 0 21 Sep 2022
Attentive Symmetric Autoencoder for Brain MRI Segmentation Junjia Huang Haofeng Li Guanbin Li Xiang Wan MedIm 29 17 0 19 Sep 2022
Segmenting white matter hyperintensities on isotropic three-dimensional Fluid Attenuated Inversion Recovery magnetic resonance images: Assessing deep learning tools on norwegian imaging database M. Røvang P. Selnes B. MacIntosh I. Groote Lene Paalhaugen Sudre Carole T. Fladby A. Bjørnerud 19 1 0 18 Jul 2022
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels Sun-Beom Hong A. Bonkhoff Andrew Hoopes Martin Bretzner M. Schirmer A. Giese Adrian V. Dalca Polina Golland N. Rost UQCV 30 7 0 13 Dec 2021
Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows Elena Williams Sebastian Niehaus J. Reinelt A. Merola P. Mihai ... Evelyn Medawar Daniel Lichterfeld Ingo Roeder N. Scherf Maria del C. Valdés Hernández 26 3 0 06 Dec 2021
Self-supervised Lesion Change Detection and Localisation in Longitudinal Multiple Sclerosis Brain Imaging Minh Nguyen Nhat To Ian G Sarno Chee Chong M. Jenkinson G. Carneiro MedIm 28 7 0 02 Jun 2021
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation Zhizhe Liu Zhenfeng Zhu Shuai Zheng Yang Liu Jiayu Zhou Yao Zhao CLL 20 49 0 15 Mar 2021
Brain Atlas Guided Attention U-Net for White Matter Hyperintensity Segmentation Zicong Zhang K. Powell Changchang Yin Shilei Cao Daniel Gonzalez Y. Hannawi Ping Zhang 13 4 0 19 Oct 2020
Ensembling Low Precision Models for Binary Biomedical Image Segmentation Tianyu Ma Hang Zhang Hanley Ong Amar Vora Thanh D. Nguyen Ajay Gupta Yi Wang M. Sabuncu UQCV 18 12 0 16 Oct 2020
Automated Claustrum Segmentation in Human Brain MRI Using Deep Learning Hongwei Bran Li A. Menegaux B. Schmitz-Koep Antonia Neubauer Felix J. B. Bäuerlein Suprosanna Shit C. Sorg Bjoern H. Menze D. Hedderich 22 20 0 08 Aug 2020
On the Learnability of Concepts: With Applications to Comparing Word Embedding Algorithms Adam Sutton N. Cristianini 28 7 0 17 Jun 2020
Unsupervised Lesion Detection via Image Restoration with a Normative Prior Xiaoran Chen Suhang You K. Tezcan E. Konukoglu MedIm 9 135 0 30 Apr 2020
Random Bundle: Brain Metastases Segmentation Ensembling through Annotation Randomization Darvin Yi E. Grøvik Michael Iv E. Tong Greg Zaharchuk D. Rubin 31 2 0 23 Feb 2020
ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation Yuemeng Li Hongming Li Yong-Xian Fan 3DPC 32 27 0 13 Feb 2020
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns Hongwei Bran Li T. Loehr Anjany Sekuboyina Jianguo Zhang Benedikt Wiestler Bjoern H. Menze OOD 10 3 0 25 Jan 2020
Bridging the gap between AI and Healthcare sides: towards developing clinically relevant AI-powered diagnosis systems Changhee Han L. Rundo K. Murao T. Nemoto Hideki Nakayama MedIm 22 27 0 12 Jan 2020
Multi-Task Attention-Based Semi-Supervised Learning for Medical Image Segmentation Shuai Chen Gerda Bortsova Antonio Garcia-Uceda Juarez Gijs van Tulder Marleen de Bruijne 17 153 0 29 Jul 2019
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge Hugo J. Kuijf J. M. Biesbroek J. de Bresser R. Heinen Simon Andermatt ... Christopher P L H Chen W. M. van der Flier F. Barkhof M. Viergever G. Biessels 11 249 0 01 Apr 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern H. Menze 24 990 0 13 Jan 2019
Unsupervised brain lesion segmentation from MRI using a convolutional autoencoder Hans E. Atlason Á. Löve S. Sigurðsson V. Gudnason L. M. Ellingsen MedIm 16 37 0 23 Nov 2018
Automatic kidney segmentation in ultrasound images using subsequent boundary distance regression and pixelwise classification networks Shi Yin Qinmu Peng Hongming Li Zhengqiang Zhang Xinge You S. Furth Gregory E. Tasian Yong-Xian Fan 11 92 0 12 Nov 2018
Automatic Brain Structures Segmentation Using Deep Residual Dilated U-Net Hongwei Bran Li A. Zhygallo Bjoern H. Menze SSeg 11 20 0 10 Nov 2018
Simultaneous synthesis of FLAIR and segmentation of white matter hypointensities from T1 MRIs Mauricio Orbes-Arteaga M. Jorge Cardoso Lauge Sørensen Marc Modat Sébastien Ourselin Mads Nielsen A. Pai 16 15 0 20 Aug 2018
Ensemble of Multi-sized FCNs to Improve White Matter Lesion Segmentation Zhewei Wang Charles D. Smith Jundong Liu 13 11 0 24 Jul 2018
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net Yue Zhang Wanli Chen Yifan Chen Xiaoying Tang 11 9 0 21 Jul 2018
Multi-Scale Convolutional-Stack Aggregation for Robust White Matter Hyperintensities Segmentation Hongwei Bran Li Jianguo Zhang Mark Muhlau Jan Kirschke Bjoern H. Menze 13 8 0 13 Jul 2018