Title
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 137 173 0 28 Jul 2022
Exploring Generalizable Distillation for Efficient Medical Image Segmentation Xingqun Qi Zhuo Wu Min Ren Muyi Sun Caifeng Shan Zhe Sun 96 3 0 26 Jul 2022
COBRA: Cpu-Only aBdominal oRgan segmentAtion E. Henderson Dónal M. McSweeney A. Green 23 2 0 21 Jul 2022
Large-Kernel Attention for 3D Medical Image Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang MedIm 71 28 0 19 Jul 2022
Box-supervised Instance Segmentation with Level Set Evolution Wentong Li Wenyu Liu Jianke Zhu Miaomiao Cui Xia Hua Lei Zhang ISeg 76 61 0 19 Jul 2022
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Kristoffer Wickstrøm Eirik Agnalt Ostmo Keyur Radiya Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen SSL 92 16 0 11 Jul 2022
Procrustes Analysis with Deformations: A Closed-Form Solution by Eigenvalue Decomposition Fang Bai Adrien Bartoli 23 6 0 29 Jun 2022
Influence of uncertainty estimation techniques on false-positive reduction in liver lesion detection Ishaan Bhat J. Pluim M. Viergever Hugo J. Kuijf MedIm 96 5 0 22 Jun 2022
Free-form Lesion Synthesis Using a Partial Convolution Generative Adversarial Network for Enhanced Deep Learning Liver Tumor Segmentation Yang Liu Fei Yang Yidong Yang GAN MedIm 67 4 0 18 Jun 2022
Detecting Adversarial Examples in Batches -- a geometrical approach Danush Kumar Venkatesh Peter Steinbach AAML 58 2 0 17 Jun 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Yiqiang Chen Wang Lu Xin Qin Jindong Wang Xing Xie FedML 123 65 0 17 Jun 2022
Federated Multi-organ Segmentation with Inconsistent Labels Xuanang Xu H. Deng J. Gateno Pingkun Yan FedML 87 24 0 14 Jun 2022
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation Wenxuan Wang Chen Chen Jing Wang Sen Zha Yan Zhang Jiangyun Li MedIm 62 10 0 14 Jun 2022
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes? Huiyu Li N. Ayache H. Delingette MIACV 50 2 0 07 Jun 2022
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Chenyu You Weichen Dai Yifei Min Lawrence H. Staib James S. Duncan 89 65 0 06 Jun 2022
MetaLR: Meta-tuning of Learning Rates for Transfer Learning in Medical Imaging Yixiong Chen Li Liu Jingxia Li Hua Jiang C. Ding Zongwei Zhou MedIm AI4CE 94 8 0 03 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 175 46 0 02 Jun 2022
FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation Tobias Bernecker Annette Peters C. Schlett F. Bamberg Fabian J. Theis Daniel Rueckert J. Weiss Shadi Albarqouni FedML MedIm 108 20 0 23 May 2022
Transformer based Generative Adversarial Network for Liver Segmentation Ugur Demir Zheyu Zhang Bin Wang M. Antalek Elif Keles Debesh Jha Amir Borhani Daniela Ladner Ulas Bagci ViT MedIm 86 11 0 21 May 2022
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation Minh-Trieu Tran Viet-Khoa Vo-Ho Ngan T. H. Le 3DPC MedIm 85 13 0 19 May 2022
blob loss: instance imbalance aware loss functions for semantic segmentation Florian Kofler Suprosanna Shit Ivan Ezhov Lucas Fidon Izabela Horvath ... J. Peeken Tom Vercauteren C. Zimmer Benedikt Wiestler Bjoern Menze 71 20 0 17 May 2022
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation Jeffry Wicaksana Zengqiang Yan Dong Zhang Xijie Huang Huimin Wu Xin Yang Kwang-Ting Cheng FedML 85 52 0 04 May 2022
Quantum-classical convolutional neural networks in radiological image classification A. Matic Maureen Monnet J. Lorenz B. Schachtner Thomas Messerer 110 36 0 26 Apr 2022
Learning Shape Priors by Pairwise Comparison for Robust Semantic Segmentation Cong Xie Hualuo Liu Shilei Cao Dong Wei Kai Ma Liansheng Wang Yefeng Zheng 26 1 0 23 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 107 72 0 21 Apr 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 61 31 0 12 Apr 2022
Multi-Sample $ζ$ -mixup: Richer, More Realistic Synthetic Samples from a $p$ -Series Interpolant Kumar Abhishek Colin J. Brown Ghassan Hamarneh 56 2 0 07 Apr 2022
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis Yunlong Zhang Xin Lin Yihong Zhuang LiyanSun Yue Huang Xinghao Ding Guisheng Wang Ling Yang Yizhou Yu MedIm 40 6 0 29 Mar 2022
Review of Disentanglement Approaches for Medical Applications -- Towards Solving the Gordian Knot of Generative Models in Healthcare Jana Fragemann Lynton Ardizzone Jan Egger Jens Kleesiek DRL MedIm 56 10 0 21 Mar 2022
Phase Recognition in Contrast-Enhanced CT Scans based on Deep Learning and Random Sampling B. Dao Thang V. Nguyen Hieu H. Pham H. Nguyen 46 18 0 20 Mar 2022
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation Tan H. Nguyen Binh-Son Hua Ngan Le 3DPC MedIm 102 32 0 16 Mar 2022
A multi-organ point cloud registration algorithm for abdominal CT registration Samuel Joutard Thomas S. Pheiffer Chloé Audigier P. Wohlfahrt Reuben Dorent Sebastien Piat Tom Vercauteren Marc Modat Tommaso Mansi 3DPC 41 1 0 15 Mar 2022
DKMA-ULD: Domain Knowledge augmented Multi-head Attention based Robust Universal Lesion Detection Manu Sheoran Meghal Dani Monika Sharma Lovekesh Vig 47 5 0 14 Mar 2022
A unified 3D framework for Organs at Risk Localization and Segmentation for Radiation Therapy Planning Fernando Navarro Guido Sasahara Suprosanna Shit Ivan Ezhov J. Peeken Stephanie E. Combs Bjoern Menze 30 5 0 01 Mar 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 131 72 0 28 Feb 2022
Hyper-Convolutions via Implicit Kernels for Medical Imaging Tianyu Ma Alan Q. Wang Adrian Dalca M. Sabuncu SSL 77 1 0 06 Feb 2022
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jiangyun Li Wenxuan Wang Chen Chen Tianxiang Zhang Sen Zha Jing Wang Hong Yu ViT MedIm 124 25 0 30 Jan 2022
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers Georg Hille Shubham Agrawal Pavan Tummala C. Wybranski M. Pech A. Surov S. Saalfeld ViT MedIm 43 28 0 26 Jan 2022
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data Minh-Khoi Tran Loi Ly Binh-Son Hua Ngan Le 3DPC MedIm 81 17 0 15 Jan 2022
Advancing 3D Medical Image Analysis with Variable Dimension Transform based Supervised 3D Pre-training Shu Zhen Zhang Zihao Li Hong-Yu Zhou Jiechao Ma Yizhou Yu 60 12 0 05 Jan 2022
ASC-Net: Unsupervised Medical Anomaly Segmentation Using an Adversarial-based Selective Cutting Network Raunak Dey Wenbo Sun Haibo Xu Yi Hong 43 0 0 16 Dec 2021
Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration Ziwei Luo Jing Hu Xin Wang Shu Hu Bin Kong Youbing Yin Qi Song Xi Wu Siwei Lyu MedIm 49 12 0 14 Dec 2021
Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography Images Sang-gil Lee Eunji Kim J. S. Bae J. H. Kim Sungroh Yoon OOD 66 11 0 02 Dec 2021
Using Deep Image Prior to Assist Variational Selective Segmentation Deep Learning Algorithms Liam Burrows Ke-long Chen F. Torella 62 0 0 01 Dec 2021
Personalized Federated Learning with Adaptive Batchnorm for Healthcare Wang Lu Jindong Wang Yiqiang Chen Xin Qin Renjun Xu Dimitrios Dimitriadis Tao Qin FedML OOD 87 67 0 01 Dec 2021
X-ray Dissectography Enables Stereotography to Improve Diagnostic Performance Chuang Niu Ge Wang 18 0 0 30 Nov 2021
Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements Franz Thaler Christian Payer Horst Bischof Darko Štern 49 5 0 26 Nov 2021
RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR Yuyin Zhou Shih-Cheng Huang Jason Alan Fries Alaa Youssef T. Amrhein ... Imon Banerjee D. Rubin Lei Xing N. Shah M. Lungren 86 46 0 23 Nov 2021
FedCostWAvg: A new averaging for better Federated Learning Leon Mächler Ivan Ezhov Florian Kofler Suprosanna Shit Johannes C. Paetzold T. Loehr Benedikt Wiestler Bjoern Menze FedML OOD 67 13 0 16 Nov 2021
T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging Dong Yang Andriy Myronenko Xiaosong Wang Ziyue Xu H. Roth Daguang Xu ViT MedIm 3DV 62 24 0 15 Nov 2021