Title
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata John Kalkhof Camila González Anirban Mukhopadhyay 17 15 0 07 Feb 2023
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Zhanghexuan Ji Dazhou Guo Puyang Wang Ke Yan Le Lu ... Qifeng Wang J. Ge Mingchen Gao X. Ye D. Jin OOD 21 19 0 01 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 33 15 0 28 Jan 2023
Active learning for medical image segmentation with stochastic batches Mélanie Gaillochet Christian Desrosiers H. Lombaert UQCV 33 20 0 18 Jan 2023
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations Adway U. Kanhere Pranav Kulkarni P. Yi V. Parekh FedML 28 1 0 17 Jan 2023
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets Sheng Kuang Henry C. Woodruff R. Granzier T. Nijnatten M. Lobbes M. Smidt Philippe Lambin S. Mehrkanoon 28 16 0 04 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 39 194 0 02 Jan 2023
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation Reza Azad René Arimond Ehsan Khodapanah Aghdam Amirhosein Kazerouni Dorit Merhof ViT MedIm 32 78 0 27 Dec 2022
YoloCurvSeg: You Only Label One Noisy Skeleton for Vessel-style Curvilinear Structure Segmentation Li Lin Linkai Peng Huaqing He Pujin Cheng Jiewei Wu Kenneth K. Y. Wong Xiaoying Tang 24 12 0 11 Dec 2022
Med-Query: Steerable Parsing of 9-DoF Medical Anatomies with Query Embedding Heng Guo Jianfeng Zhang K. Yan Le Lu Minfeng Xu MedIm 19 2 0 05 Dec 2022
Active learning using adaptable task-based prioritisation Shaheer U. Saeed João Ramalhinho Mark A. Pinnock Ziyi Shen Yunguan Fu ... D. Barratt Stephen P. Pereira Brian R. Davidson Matthew J. Clarkson Yipeng Hu 13 4 0 03 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 265 0 27 Nov 2022
A Comprehensive Survey of Transformers for Computer Vision Sonain Jamil Md. Jalil Piran Oh-Jin Kwon ViT 30 46 0 11 Nov 2022
Exploiting segmentation labels and representation learning to forecast therapy response of PDAC patients Alexander Ziller Ayhan Can Erdur F. Jungmann Daniel Rueckert R. Braren Georgios Kaissis 16 0 0 08 Nov 2022
MONAI: An open-source framework for deep learning in healthcare M. Jorge Cardoso Wenqi Li Richard Brown Nic Ma E. Kerfoot ... Klaus H. Maier-Hein S. Aylward Prerna Dogra Sebastien Ourselin Andrew Feng 48 482 0 04 Nov 2022
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels Shrajan Bhandary Z. Babaiee D. Kostyszyn T. Fechter C. Zamboglou Anca-Ligia Grosu Radu Grosu 37 1 0 28 Oct 2022
SINCO: A Novel structural regularizer for image compression using implicit neural representations Harry Gao Weijie Gan Zhixin Sun Ulugbek S. Kamilov AI4CE 33 3 0 26 Oct 2022
How precise are performance estimates for typical medical image segmentation tasks? Rosana El Jurdi O. Colliot UQCV 25 6 0 26 Oct 2022
RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction L. Jin Shixuan Gu D. Wei Jason Ken Adhinarta Kaiming Kuang Yongjie Jessica Zhang Hanspeter Pfister Bingbing Ni Jiancheng Yang Ming Li 3DPC 24 15 0 18 Oct 2022
Verifiable and Energy Efficient Medical Image Analysis with Quantised Self-attentive Deep Neural Networks Rakshith Sathish S. Khare Debdoot Sheet 39 4 0 30 Sep 2022
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 29 0 0 25 Sep 2022
Can segmentation models be trained with fully synthetically generated data? Virginia Fernandez W. H. Pinaya Pedro Borges Petru-Daniel Tudosiu M. Graham Tom Kamiel Magda Vercauteren M. Jorge Cardoso DiffM MedIm 51 45 0 17 Sep 2022
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation H. Roth Ali Hatamizadeh Ziyue Xu Can Zhao Wenqi Li Andriy Myronenko Daguang Xu FedML 37 9 0 22 Aug 2022
Transforming the Interactive Segmentation for Medical Imaging Wentao Liu Chaofan Ma Yu-Hao Yang Weidi Xie Ya Zhang MedIm 17 8 0 20 Aug 2022
Where is VALDO? VAscular Lesions Detection and segmentatiOn challenge at MICCAI 2021 Carole H. Sudre K. V. Wijnen Florian Dubost H. Adams D. Atkinson ... F. Wolters P. Yilmaz M. Groot Meike W. Vernooij Marleen de Bruijne 26 19 0 15 Aug 2022
Recent Progress in Transformer-based Medical Image Analysis Zhao-cheng Liu Qiujie Lv Ziduo Yang Yifan Li Chau Hung Lee Leizhao Shen MedIm 42 56 0 13 Aug 2022
Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation Jiamin Liang Yuhao Huang Haoming Li Shuangchi He Xindi Hu Zejian Chen Isabel Kaltenborn Dong Ni OOD 31 42 0 05 Aug 2022
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images Y. Jeon Hongfei Yang Mengling Feng 11 2 0 29 Jul 2022
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 29 152 0 28 Jul 2022
High-Resolution Swin Transformer for Automatic Medical Image Segmentation Chen Wei Shenghan Ren Kaitai Guo Haihong Hu Jimin Liang ViT OOD MedIm 22 36 0 23 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 23 13 0 11 Jul 2022
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation Josafat-Mattias Burmeister M. Rosas J. Hagemann Jonas Kordt J. Blum Simon Shabo Benjamin Bergner I. A. Sinai 23 6 0 02 Jul 2022
Implicit U-Net for volumetric medical image segmentation Sergio Naval Marimont G. Tarroni SSeg 41 2 0 30 Jun 2022
Deep Active Latent Surfaces for Medical Geometries Patrick M. Jensen Udaranga Wickramasinghe Anders B. Dahl Pascal Fua Vedrana Andersen Dahl MedIm 36 2 0 21 Jun 2022
3D unsupervised anomaly detection and localization through virtual multi-view projection and reconstruction: Clinical validation on low-dose chest computed tomography Kyungsu Kim S. Oh J. Lee M. Chung 17 3 0 18 Jun 2022
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Yuanfeng Ji Haotian Bai Jie-jin Yang Chongjian Ge Ye Zhu ... Zhuguo Li Lingyan Zhang Wanling Ma Xiang Wan Ping Luo OOD 23 295 0 16 Jun 2022
Federated Multi-organ Segmentation with Inconsistent Labels Xuanang Xu H. Deng J. Gateno Pingkun Yan FedML 44 22 0 14 Jun 2022
The Open Kidney Ultrasound Data Set Rohit Singla Cailin Ringstrom Grace Hu V. Lessoway Janice Reid C. Nguan R. Rohling 14 12 0 14 Jun 2022
Fitting Segmentation Networks on Varying Image Resolutions using Splatting Mikael Brudfors Yael Balbastre John Ashburner Geraint Rees P. Nachev Sebastien Ourselin M. Jorge Cardoso 21 1 0 13 Jun 2022
Brain tumour segmentation with incomplete imaging data James K. Ruffle Samia Mohinta Robert J. Gray H. Hyare P. Nachev 32 8 0 13 Jun 2022
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices Owais Ali Hazrat Ali S. A. A. Shah A. Shahzad SSeg 26 33 0 06 Jun 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 34 217 0 03 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Chong Chen Zeju Li Cheng Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 31 30 0 02 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 23 21 0 02 Jun 2022
Dynamic Linear Transformer for 3D Biomedical Image Segmentation Zheyu Zhang Ulas Bagci ViT MedIm 28 12 0 01 Jun 2022
The Fully Convolutional Transformer for Medical Image Segmentation Athanasios Tragakis Chaitanya Kaul Roderick Murray-Smith D. Husmeier ViT MedIm 25 56 0 01 Jun 2022
The use of deep learning in interventional radiotherapy (brachytherapy): a review with a focus on open source and open data T. Fechter I. Sachpazidis D. Baltas OOD AI4CE 47 5 0 16 May 2022
Using Deep Learning-based Features Extracted from CT scans to Predict Outcomes in COVID-19 Patients Sai Vidyaranya Nuthalapati M. Vizcaychipi P. Shah P. Chudzik C. Leow Paria Yousefi Ahmed Selim K. Tait B. Irving OOD 54 1 0 10 May 2022
Model-agnostic Multi-Domain Learning with Domain-Specific Adapters for Action Recognition Kazuki Omi Jun Kimata Toru Tamaki 23 7 0 15 Apr 2022
Federated Cross Learning for Medical Image Segmentation Xuanang Xu H. Deng Tianyi Chen Tianshu Kuang J. C. Barber Daeseung Kim J. Gateno J. Xia Pingkun Yan FedML OOD 35 16 0 05 Apr 2022