Title
DR-Unet104 for Multimodal MRI brain tumor segmentation Jordan Colman Lei Zhang Wenting Duan Xujiong Ye 6 20 0 04 Nov 2020
Generalized Wasserstein Dice Score, Distributionally Robust Deep Learning, and Ranger for brain tumor segmentation: BraTS 2020 challenge Lucas Fidon Sebastien Ourselin Tom Kamiel Magda Vercauteren OOD MedIm 8 41 0 03 Nov 2020
U-Net and its variants for medical image segmentation: theory and applications N. Siddique Sidike Paheding Colin P. Elkin Vijay Devabhaktuni SSeg 21 1,040 0 02 Nov 2020
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 9 292 0 02 Nov 2020
Brain tumor segmentation with self-ensembled, deeply-supervised 3D U-net neural networks: a BraTS 2020 challenge solution T. Henry Alexandre Carré Marvin Lerousseau Théo Estienne C. Robert Nikos Paragios Eric Deutsch 12 75 0 30 Oct 2020
Brain Tumor Segmentation Network Using Attention-based Fusion and Spatial Relationship Constraint Chenyu Liu Wangbin Ding Lei Li Zhen Zhang Chenhao Pei Liqin Huang Xiahai Zhuang 20 25 0 29 Oct 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 26 324 0 28 Oct 2020
Impact of Spherical Coordinates Transformation Pre-processing in Deep Convolution Neural Networks for Brain Tumor Segmentation and Survival Prediction C. Russo Sidong Liu A. Di Ieva 12 15 0 27 Oct 2020
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index Tom Eelbode J. Bertels Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew B. Blaschko 12 255 0 26 Oct 2020
Does anatomical contextual information improve 3D U-Net based brain tumor segmentation? Iulian Emil Tampu Neda Haj-Hosseini Anders Eklund 33 9 0 26 Oct 2020
What is the best data augmentation for 3D brain tumor segmentation? M. Cirillo David Abramian Anders Eklund 14 4 0 26 Oct 2020
Context Aware 3D UNet for Brain Tumor Segmentation Parvez Ahmad Saqib Qamar Linlin Shen Adnan Saeed SSeg 16 34 0 25 Oct 2020
Convolutional 3D to 2D Patch Conversion for Pixel-wise Glioma Segmentation in MRI Scans M. Hamghalam Baiying Lei Tianfu Wang MedIm 12 15 0 20 Oct 2020
Modality-Pairing Learning for Brain Tumor Segmentation Yixin Wang Yao Zhang Feng Hou Yang Liu Jiang Tian Cheng Zhong Yang Zhang Zhiqiang He 61 66 0 19 Oct 2020
SAR: Scale-Aware Restoration Learning for 3D Tumor Segmentation Xiaoman Zhang Shixiang Feng Yuhang Zhou Ya-Qin Zhang Yanfeng Wang 11 17 0 13 Oct 2020
Assessing Lesion Segmentation Bias of Neural Networks on Motion Corrupted Brain MRI T. Mathai Yi Wang N. Cross MedIm 14 2 0 12 Oct 2020
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation Jeya Maria Jose Valanarasu Vishwanath A. Sindagi I. Hacihaliloglu Vishal M. Patel SSeg 12 167 0 04 Oct 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 25 544 0 28 Sep 2020
Enhancing MRI Brain Tumor Segmentation with an Additional Classification Network Hieu T. Nguyen T. Le T. Nguyen N. T. Nguyen 8 20 0 25 Sep 2020
Brain Tumor Segmentation using 3D-CNNs with Uncertainty Estimation Laura Mora Ballestar Verónica Vilaplana 24 8 0 24 Sep 2020
Label-Efficient Multi-Task Segmentation using Contrastive Learning J. Iwasawa Y. Hirano Yohei Sugawara 6 9 0 23 Sep 2020
Brain tumour segmentation using cascaded 3D densely-connected U-net M. Ghaffari Arcot Sowmya Ruth Oliver 3DV 15 10 0 16 Sep 2020
Synthesizing brain tumor images and annotations by combining progressive growing GAN and SPADE Mehdi Foroozandeh Anders Eklund GAN MedIm 19 17 0 13 Sep 2020
Learning joint segmentation of tissues and brain lesions from task-specific hetero-modal domain-shifted datasets R. Dorent Thomas C Booth Wenqi Li Carole H. Sudre S. Kafiabadi M. Jorge Cardoso Sebastien Ourselin Tom Kamiel Magda Vercauteren 10 25 0 08 Sep 2020
3D Semantic Segmentation of Brain Tumor for Overall Survival Prediction R. Agravat M. Raval 13 28 0 25 Aug 2020
A Deep Network for Joint Registration and Reconstruction of Images with Pathologies Xu Han Zhengyang Shen Zhenlin Xu Spyridon Bakas H. Akbari Michel Bilello Christos Davatzikos Marc Niethammer MedIm 27 12 0 17 Aug 2020
First U-Net Layers Contain More Domain Specific Information Than The Last Ones B. Shirokikh Ivan Zakazov A. Chernyavskiy Irina Fedulova Mikhail Belyaev OOD 9 19 0 17 Aug 2020
Spherical coordinates transformation pre-processing in Deep Convolution Neural Networks for brain tumor segmentation in MRI C. Russo Sidong Liu A. Di Ieva 17 22 0 17 Aug 2020
Abstracting Deep Neural Networks into Concept Graphs for Concept Level Interpretability Avinash Kori Parth Natekar Ganapathy Krishnamurthi Balaji Srinivasan 10 8 0 14 Aug 2020
Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation Abhinav Sagar UQCV 6 16 0 12 Aug 2020
Confidence-guided Lesion Mask-based Simultaneous Synthesis of Anatomic and Molecular MR Images in Patients with Post-treatment Malignant Gliomas Pengfei Guo Puyang Wang R. Yasarla Jinyuan Zhou Vishal M. Patel Shanshan Jiang MedIm 11 1 0 06 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 38 624 0 02 Aug 2020
Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients Sofie Tilborghs Ine Dirks Lucas Fidon S. Willems Tom Eelbode ... D. Robben D. Smeets F. Maes Jef Vandemeulebroucke P. Suetens OOD 24 28 0 29 Jul 2020
Real-Time Instrument Segmentation in Robotic Surgery using Auxiliary Supervised Deep Adversarial Learning Mobarakol Islam Daniel Anojan Atputharuban Ravikiran Ramesh Hongliang Ren MedIm 73 94 0 22 Jul 2020
A Computation-Efficient CNN System for High-Quality Brain Tumor Segmentation Yanming Sun Chunyan Wang 8 27 0 22 Jul 2020
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation B. Shirokikh A. Shevtsov Anvar Kurmukov A. Dalechina Egor Krivov V. Kostjuchenko A. Golanov Mikhail Belyaev 6 20 0 20 Jul 2020
Learn distributed GAN with Temporary Discriminators Hui Qu Yikai Zhang Qi Chang Zhennan Yan Chao Chen Dimitris N. Metaxas FedML 8 16 0 17 Jul 2020
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 16 65 0 14 Jul 2020
Multi-Domain Image Completion for Random Missing Input Data Liyue Shen Wentao Zhu Xiaosong Wang Lei Xing John M. Pauly ... Thomas Sanford Sherif Mehralivand Peter L. Choyke B. Wood Daguang Xu MedIm 10 68 0 10 Jul 2020
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling Chengliang Dai Shuo Wang Yuanhan Mo Kaichen Zhou Elsa D. Angelini Yike Guo Wenjia Bai MedIm 6 33 0 26 Jun 2020
Lesion Mask-based Simultaneous Synthesis of Anatomic and MolecularMR Images using a GAN Pengfei Guo Puyang Wang Jinyuan Zhou Vishal M. Patel Shanshan Jiang MedIm 17 10 0 26 Jun 2020
Generating Annotated High-Fidelity Images Containing Multiple Coherent Objects Bryan G. Cardenas Devanshu Arya D. K. Gupta DiffM 17 6 0 22 Jun 2020
Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty Miguel A. B. Monteiro Loic Le Folgoc Daniel Coelho De Castro Nick Pawlowski Bernardo Marques Konstantinos Kamnitsas Mark van der Wilk Ben Glocker UQCV BDL 12 113 0 10 Jun 2020
High Tissue Contrast MRI Synthesis Using Multi-Stage Attention-GAN for Glioma Segmentation M. Hamghalam Baiying Lei Tianfu Wang MedIm 9 22 0 09 Jun 2020
A Modified AUC for Training Convolutional Neural Networks: Taking Confidence into Account Khashayar Namdar M. Haider Farzad Khalvati 8 26 0 08 Jun 2020
A Review on End-To-End Methods for Brain Tumor Segmentation and Overall Survival Prediction Snehal Rajput M. Raval 3DV 28 12 0 31 May 2020
Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data Qi Chang Hui Qu Yikai Zhang M. Sabuncu Chao Chen Tong Zhang Dimitris N. Metaxas MedIm 21 78 0 29 May 2020
Uncertainty Evaluation Metric for Brain Tumour Segmentation Raghav Mehta Angelos Filos Y. Gal Tal Arbel UQCV 12 16 0 28 May 2020
Unsupervised anomaly localization using VAE and beta-VAE Leixin Zhou Wenxiang Deng Xiaodong Wu DRL 17 15 0 19 May 2020
Neural Architecture Search for Gliomas Segmentation on Multimodal Magnetic Resonance Imaging Feifan Wang 11 5 0 13 May 2020