Title
High-Resolution Swin Transformer for Automatic Medical Image Segmentation Chen Wei Shenghan Ren Kaitai Guo Haihong Hu Jimin Liang ViT OOD MedIm 17 36 0 23 Jul 2022
COBRA: Cpu-Only aBdominal oRgan segmentAtion E. Henderson Dónal M. McSweeney A. Green 9 2 0 21 Jul 2022
Unsupervised Domain Adaptation through Shape Modeling for Medical Image Segmentation Yuan Yao Fengze Liu Zongwei Zhou Yan Wang Wei Shen Alan L. Yuille Yongyi Lu OOD 10 9 0 06 Jul 2022
Efficient Lung Cancer Image Classification and Segmentation Algorithm Based on Improved Swin Transformer Ruinan Sun Yu Pang ViT MedIm 14 18 0 04 Jul 2022
Learning to segment from object sizes Denis Baruvcić Czech Republic SSeg 11 1 0 01 Jul 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 22 214 0 03 Jun 2022
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation Minh-Trieu Tran Viet-Khoa Vo-Ho Ngan T. H. Le 3DPC MedIm 20 13 0 19 May 2022
CapsNet for Medical Image Segmentation Minh-Trieu Tran Viet-Khoa Vo-Ho Kyle Quinn Hien Nguyen Khoa Luu Ngan Le MedIm 13 5 0 16 Mar 2022
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation Pengfei Guo Dong Yang Ali Hatamizadeh An Xu Ziyue Xu ... F. Patella Elvira Stellato G. Carrafiello Vishal M. Patel H. Roth OOD FedML 12 32 0 12 Mar 2022
Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond Tiange Xiang Chaoyi Zhang Xinyi Wang Yang Song Dongnan Liu Heng-Chiao Huang Weidong (Tom) Cai MedIm AI4CE SSeg 10 13 0 11 Mar 2022
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis Raghavendra Selvan N. Bhagwat Lasse F. Wolff Anthony Benjamin Kanding Erik Dam 36 24 0 04 Mar 2022
Universal Segmentation of 33 Anatomies Peng Liu Yang Deng Ce Wang Yuan Hui Qian Li ... You Hao Honghu Xiao Chunpeng Zhao Xin Wu S. Kevin Zhou 23 9 0 04 Mar 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 21 8 0 21 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 23 16 0 15 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 17 1,037 0 04 Jan 2022
External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited Data Yuyin Zhou D. Dreizin Yan Wang Fengze Liu Wei Shen Alan Yuille 18 16 0 04 Jan 2022
Incremental Cross-view Mutual Distillation for Self-supervised Medical CT Synthesis Chaowei Fang Liang Wang Dingwen Zhang Jun Xu Yixuan Yuan Junwei Han OOD 23 13 0 20 Dec 2021
Fully Automatic Deep Learning Framework for Pancreatic Ductal Adenocarcinoma Detection on Computed Tomography N. Alves M. Schuurmans G. Litjens Joeran S. Bosma J. Hermans Henkjan Huisman MedIm 24 53 0 30 Nov 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu X. Li Kwang-Ting Cheng 26 13 0 22 Nov 2021
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration Wenhao Li Qisen Xu Chuyun Shen Bin Hu Fengping Zhu Yuxin Li Bo Jin Xiangfeng Wang 14 5 0 15 Nov 2021
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks Giuseppina Carannante Dimah Dera Nidhal C.Bouaynaya Hassan M. Fathallah-Shaykh Ghulam Rasool UQCV AAML OOD 27 6 0 10 Nov 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 166 647 0 27 Oct 2021
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation Xiangyi Yan Hao Tang Shanlin Sun Haoyu Ma Deying Kong Xiaohui Xie ViT MedIm 19 127 0 20 Oct 2021
Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout Yamen Ali Aiham Taleb Marina M.-C. Höhne C. Lippert SSL 3DPC 24 6 0 29 Sep 2021
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 44 10 0 18 Sep 2021
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation Chen Shen Pochuan Wang H. Roth Dong Yang Daguang Xu ... C. Fuh Po-Ting Chen Kao-Lang Liu W. Liao K. Mori FedML 14 41 0 19 Aug 2021
MS-KD: Multi-Organ Segmentation with Multiple Binary-Labeled Datasets Shixiang Feng Yuhang Zhou Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang 8 11 0 05 Aug 2021
Towards Robust General Medical Image Segmentation Laura Alexandra Daza Juan C. Pérez Pablo Arbelaez OOD 18 25 0 09 Jul 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 33 49 0 24 Jun 2021
Quality-Aware Memory Network for Interactive Volumetric Image Segmentation Tianfei Zhou Liulei Li G. Bredell Jianwu Li E. Konukoglu 16 14 0 20 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 40 947 0 10 Jun 2021
A Meta-Learning Approach for Medical Image Registration Heejung Park Gyeong Min Lee Soopil Kim Gahyung Ryu Areum Jeong Sang Hyun Park Sa-Hee Min 19 11 0 21 Apr 2021
Uncertainty-Aware Temporal Self-Learning (UATS): Semi-Supervised Learning for Segmentation of Prostate Zones and Beyond Anneke Meyer Suhita Ghosh D. Schindele M. Schostak Sebastian Stober C. Hansen Marko Rak 20 16 0 08 Apr 2021
Perun: Secure Multi-Stakeholder Machine Learning Framework with GPU Support W. Ożga D. Quoc Christof Fetzer FedML 14 4 0 31 Mar 2021
Test-Time Training for Deformable Multi-Scale Image Registration Wentao Zhu Yufang Huang Daguang Xu Zhen Qian Wei Fan Xiaohui Xie 16 24 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 19 1,530 0 18 Mar 2021
Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology Systems U. Mahmood Robik Shrestha D. Bates L. Mannelli G. Corrias Y. Erdi Christopher Kanan 16 16 0 04 Mar 2021
Unsupervised Medical Image Alignment with Curriculum Learning Mihail Burduja Radu Tudor Ionescu 27 12 0 20 Feb 2021
Benefits of Linear Conditioning with Metadata for Image Segmentation A. Lemay C. Gros Olivier Vincent Yaou Liu Joseph Paul Cohen Julien Cohen-Adad AI4CE 22 6 0 18 Feb 2021
SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering Bo Liu Li-Ming Zhan Li Xu Lin Ma Y. Yang Xiao-Ming Wu 17 234 0 18 Feb 2021
Mediastinal lymph nodes segmentation using 3D convolutional neural network ensembles and anatomical priors guiding D. Bouget André Pedersen J. Vanel H. O. Leira T. Langø 18 27 0 11 Feb 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation V. Nath Dong Yang Bennett A. Landman Daguang Xu H. Roth 27 68 0 07 Jan 2021
Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation Yichi Zhang Qingcheng Liao Lin Yuan He Zhu Jiezhen Xing Jicong Zhang 44 23 0 31 Dec 2020
DeepReg: a deep learning toolkit for medical image registration Yunguan Fu N. M. Brown Shaheer U. Saeed Adrià Casamitjana Zachary Michael Cieman Baum ... E. Bonmati Daniel C. Alexander Matthew J. Clarkson Tom Kamiel Magda Vercauteren Yipeng Hu VLM MedIm 11 32 0 04 Nov 2020
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis Jiancheng Yang Rui Shi Bingbing Ni VLM 18 290 0 28 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
Deep learning based registration using spatial gradients and noisy segmentation labels Théo Estienne Maria Vakalopoulou Enzo Battistella Alexandre Carré T. Henry Marvin Lerousseau C. Robert Nikos Paragios Therapanacea 21 15 0 21 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
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
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