Title
A Shallow U-Net Architecture for Reliably Predicting Blood Pressure (BP) from Photoplethysmogram (PPG) and Electrocardiogram (ECG) Signals S. Mahmud Nabil Ibtehaz Amith Khandakar Anas Tahir Tawsifur Rahman K. R. Islam Md. Shafayet Hossain M. S. Rahman Mohammad Tariqul Islam M. Chowdhury 26 52 0 12 Nov 2021
Hepatic vessel segmentation based on 3D swin-transformer with inductive biased multi-head self-attention Mian Wu Yinling Qian Xiangyun Liao Qiong Wang Pheng-Ann Heng MedIm 92 29 0 05 Nov 2021
Towards modelling hazard factors in unstructured data spaces using gradient-based latent interpolation Tobias Weber Michael Ingrisch Bernd Bischl David Rügamer 17 1 0 21 Oct 2021
Transformer for Polyp Detection Shijie Liu Hongyu Zhou Xiaozhou Shi Junwen Pan ViT MedIm 32 4 0 14 Oct 2021
BiTr-Unet: a CNN-Transformer Combined Network for MRI Brain Tumor Segmentation Qiran Jia Hai Shu ViT MedIm 98 69 0 25 Sep 2021
Self-Training Based Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation Hyungseob Shin Hyeongyu Kim Sewon Kim Yohan Jun Taejoon Eo D. Hwang OOD 35 5 0 22 Sep 2021
ImageTBAD: A 3D Computed Tomography Angiography Image Dataset for Automatic Segmentation of Type-B Aortic Dissection Zeyang Yao Jiawei Zhang Hailong Qiu Tianchen Wang Yiyu Shi Zhuang Jian Yuhao Dong Meiping Huang Xiaowei Xu 31 28 0 01 Sep 2021
Efficient Medical Image Segmentation Based on Knowledge Distillation Dian Qin Jiajun Bu Zhe Liu Xin Shen Sheng Zhou Jingjun Gu Zhihong Wang Lei Wu Hui-Fen Dai 30 129 0 23 Aug 2021
A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR Nicholas Byrne J. Clough I. Valverde Giovanni Montana A. King 34 25 0 27 Jul 2021
Hepatocellular Carcinoma Segmentation from Digital Subtraction Angiography Videos using Learnable Temporal Difference Wenting Jiang Y. Jiang Lu Zhang Changmiao Wang Xiaoguang Han Shuixing Zhang Xiang Wan Shuguang Cui 18 1 0 09 Jul 2021
Towards Robust General Medical Image Segmentation Laura Alexandra Daza Juan C. Pérez Pablo Arbelaez OOD 28 25 0 09 Jul 2021
Automatic size and pose homogenization with spatial transformer network to improve and accelerate pediatric segmentation Giammarco La Barbera Pietro Gori Haithem Boussaid Bruno Belucci A. Delmonte Jeanne Goulin S. Sarnacki L. Rouet Isabelle Bloch ViT MedIm 17 4 0 06 Jul 2021
Quality-Aware Memory Network for Interactive Volumetric Image Segmentation Tianfei Zhou Liulei Li G. Bredell Jianwu Li E. Konukoglu 24 14 0 20 Jun 2021
Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks Yuanpeng Liu Qinglei Hui Zhiyi Peng S. Gong D. Kong 11 4 0 29 May 2021
The Federated Tumor Segmentation (FeTS) Challenge Sarthak Pati Ujjwal Baid M. Zenk Brandon Edwards Micah J. Sheller ... Lena Maier-Hein Jens Kleesiek Bjoern H. Menze Klaus Maier-Hein Spyridon Bakas FedML OOD 43 72 0 12 May 2021
Weakly-Supervised Universal Lesion Segmentation with Regional Level Set Loss Youbao Tang Jinzheng Cai K. Yan Lingyun Huang Guotong Xie Jing Xiao Jingjing Lu Gigin Lin Le Lu 47 25 0 03 May 2021
Evidential segmentation of 3D PET/CT images Ling Huang S. Ruan P. Decazes Thierry Denoeux 3DPC 38 13 0 27 Apr 2021
Detection, growth quantification and malignancy prediction of pulmonary nodules using deep convolutional networks in follow-up CT scans Xavier Rafael-Palou A. Aubanell M. Ceresa Vicent J. Ribas Gemma Piella M. A. G. Ballester MedIm 13 3 0 26 Mar 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 32 393 0 08 Feb 2021
Comparing Deep Learning strategies for paired but unregistered multimodal segmentation of the liver in T1 and T2-weighted MRI V. Couteaux Mathilde Trintignac O. Nempont G. Pizaine A. Vlachomitrou P. Valette L. Milot Isabelle Bloch 11 3 0 18 Jan 2021
Deep Lesion Tracker: Monitoring Lesions in 4D Longitudinal Imaging Studies Jinzheng Cai Youbao Tang K. Yan Adam P. Harrison Jing Xiao Gigin Lin Le Lu MedIm 36 29 0 09 Dec 2020
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine V. Cheplygina F. Abdallah SSeg MedIm 33 79 0 16 Nov 2020
What is the best data augmentation for 3D brain tumor segmentation? M. Cirillo David Abramian Anders Eklund 22 4 0 26 Oct 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 18 90 0 22 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 69 66 0 19 Oct 2020
Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture D. Bouget André Pedersen Sayied Abdol Mohieb Hosainey J. Vanel O. Solheim Ingerid Reinertsen 24 15 0 14 Oct 2020
Test-time Unsupervised Domain Adaptation Thomas Varsavsky Mauricio Orbes-Arteaga Carole H. Sudre M. Graham P. Nachev M. Jorge Cardoso OOD 19 55 0 05 Oct 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 33 544 0 28 Sep 2020
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation Yuanfeng Ji Ruimao Zhang Zhuguo Li Jiamin Ren Shaoting Zhang Ping Luo 3DPC 11 23 0 16 Sep 2020
User-Guided Domain Adaptation for Rapid Annotation from User Interactions: A Study on Pathological Liver Segmentation Ashwin Raju Zhanghexuan Ji Chi-Tung Cheng Jinzheng Cai Junzhou Huang Jing Xiao Le Lu Chien-Hung Liao Adam P. Harrison 36 13 0 05 Sep 2020
Robust Pancreatic Ductal Adenocarcinoma Segmentation with Multi-Institutional Multi-Phase Partially-Annotated CT Scans Ling Zhang Yu Shi Jiawen Yao Yun Bian Kai Cao D. Jin Jing Xiao Le Lu 19 20 0 24 Aug 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chia-Ju Chen Turkay Kart Huaqi Qiu Daniel Rueckert 22 205 0 20 Jul 2020
Superpixel-Guided Label Softening for Medical Image Segmentation Han Li Dong Wei Shilei Cao Kai Ma Liansheng Wang Yefeng Zheng 19 22 0 17 Jul 2020
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors Ziqiang Li Hong Pan Yaping Zhu •. A. K. Qin 12 20 0 02 Jul 2020
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation Wentao Zhu Can Zhao Wenqi Li H. Roth Ziyue Xu Daguang Xu 3DV 32 18 0 22 Jun 2020
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation Dong Yang H. Roth Ziyue Xu Fausto Milletari Ling Zhang Daguang Xu 22 45 0 10 Jun 2020
Neuro4Neuro: A neural network approach for neural tract segmentation using large-scale population-based diffusion imaging Bo Li M. Groot Rebecca M. E. Steketee R. Meijboom M. Smits Meike W. Vernooij M. Ikram Jiren Liu W. Niessen Esther E. Bron MedIm 16 31 0 26 May 2020
Automatic lung segmentation in routine imaging is primarily a data diversity problem, not a methodology problem J. Hofmanninger F. Prayer Jeanny Pan Sebastian Rohrich H. Prosch Georg Langs 38 46 0 31 Jan 2020
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Mathias Perslev Erik Dam A. Pai Christian Igel SSeg VLM MedIm 19 82 0 05 Nov 2019
Penalizing small errors using an Adaptive Logarithmic Loss Chaitanya Kaul Nick E. Pears Hang Dai Roderick Murray-Smith S. Manandhar 19 9 0 22 Oct 2019
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Dominik Muller Frank Kramer 20 117 0 21 Oct 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 39 667 0 16 Oct 2019
3D U $^2$ -Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation Chao Huang Hu Han Qingsong Yao Shankuan Zhu S. Kevin Zhou OOD SSeg 29 71 0 04 Sep 2019
Stochastic Filter Groups for Multi-Task CNNs: Learning Specialist and Generalist Convolution Kernels Felix J. S. Bragman Ryutaro Tanno Sebastien Ourselin Daniel C. Alexander M. Jorge Cardoso 24 86 0 26 Aug 2019
Bayesian Generative Models for Knowledge Transfer in MRI Semantic Segmentation Problems Anna Kuzina Evgenii Egorov Evgeny Burnaev MedIm 26 19 0 15 Aug 2019
Domain specific cues improve robustness of deep learning based segmentation of ct volumes Marie Kloenne Sebastian Niehaus L. Lampe A. Merola J. Reinelt Ingo Roeder N. Scherf OOD 21 1 0 23 Jul 2019
Scalable Neural Architecture Search for 3D Medical Image Segmentation Sungwoong Kim Ildoo Kim Sungbin Lim Woonhyuk Baek Chiheon Kim Hyungjoon Cho Boogeon Yoon Taesup Kim 19 74 0 13 Jun 2019
Automated Design of Deep Learning Methods for Biomedical Image Segmentation Fabian Isensee Paul F. Jäger Simon A. A. Kohl Jens Petersen Klaus H. Maier-Hein 3DV SSeg 29 170 0 17 Apr 2019
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features Xue Feng Nicholas J. Tustison C. Meyer 48 224 0 03 Dec 2018