Title
Cutting-Splicing data augmentation: A novel technology for medical image segmentation Lianting Hu Huiying Liang Jiajie Tang Xin Li Li Huang Long Lu 14 1 0 17 Oct 2022
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning J. Dominic Nandita Bhaskhar Arjun D Desai Andrew M Schmidt E. Rubin ... G. Gold B. Hargreaves L. Lenchik R. Boutin Akshay S. Chaudhari 10 0 0 14 Oct 2022
What can we learn about a generated image corrupting its latent representation? A. Tomczak Aarush Gupta Slobodan Ilic Nassir Navab Shadi Albarqouni GAN MedIm 28 4 0 12 Oct 2022
Q-Net: Query-Informed Few-Shot Medical Image Segmentation Qianqian Shen Yanan Li Jiyong Jin B. Liu OOD 14 26 0 24 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 38 56 0 13 Aug 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 21 151 0 28 Jul 2022
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation Xinrong Hu Corey Wang Yiyu Shi MedIm 28 1 0 27 Jul 2022
Exploring Generalizable Distillation for Efficient Medical Image Segmentation Xingqun Qi Zhuo Wu Min Ren Muyi Sun Caifeng Shan Zhe Sun 35 3 0 26 Jul 2022
Liver Segmentation using Turbolift Learning for CT and Cone-beam C-arm Perfusion Imaging Hana Haseljić S. Chatterjee R. Frysch V. Kulvait V. Semshchikov ... Inga Brüsch T. Werncke Oliver Speck A. Nürnberger G. Rose OOD 22 2 0 20 Jul 2022
MRF-UNets: Searching UNet with Markov Random Fields Zifu Wang Matthew B. Blaschko 11 6 0 13 Jul 2022
Shape-Aware Masking for Inpainting in Medical Imaging Yousef Yeganeh Azade Farshad Nassir Navab MedIm 15 2 0 12 Jul 2022
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation Yanwu Xu Shaoan Xie Maxwell Reynolds1 Matthew Ragoza1 Mingming Gong Kayhan Batmanghelich GAN OOD MedIm 4 22 0 28 Jun 2022
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency Jie-jin Yang Ruimao Zhang Chao Wang Zhuguo Li Lingyan Zhang 18 10 0 21 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 15 295 0 16 Jun 2022
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation Zixian Su Kai Yao Xi Yang Qiufeng Wang Yuyao Yan Jie Sun Kaizhu Huang 35 4 0 24 May 2022
Scribble2D5: Weakly-Supervised Volumetric Image Segmentation via Scribble Annotations Qiuhui Chen Yi Hong 35 24 0 13 May 2022
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT Wenao Ma Shuang Zheng Lei Zhang Huimao Zhang Qi Dou 14 5 0 13 Apr 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 11 59 0 29 Mar 2022
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation Cheng Bian Chenglang Yuan Kai Ma Shuang Yu Dong Wei Yefeng Zheng VLM MedIm 6 31 0 19 Mar 2022
Medical Image Segmentation on MRI Images with Missing Modalities: A Review Reza Azad Nika Khosravi Mohammad Dehghanmanshadi Julien Cohen-Adad Dorit Merhof 24 38 0 11 Mar 2022
aiWave: Volumetric Image Compression with 3-D Trained Affine Wavelet-like Transform Dongmei Xue Haichuan Ma L. Li Dong Liu Zhiwei Xiong MedIm 9 23 0 11 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
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Stine Hansen Srishti Gautam Robert Jenssen Michael C. Kampffmeyer 16 84 0 03 Mar 2022
DDoS-UNet: Incorporating temporal information using Dynamic Dual-channel UNet for enhancing super-resolution of dynamic MRI S. Chatterjee Chompunuch Sarasaen G. Rose A. Nürnberger Oliver Speck SupR 18 5 0 10 Feb 2022
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion Wangbin Ding Lei Li Xiahai Zhuang Liqin Huang 14 20 0 04 Feb 2022
MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images Lei Li Fuping Wu Sihan Wang Xinzhe Luo Carlos Martín-Isla ... Guocai Liu Yong-quan Xia Guotai Wang Sergio Escalera Xiahai Zhuang 16 34 0 10 Jan 2022
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation R. Dorent A. Kujawa M. Ivory Spyridon Bakas Nicola Rieke ... Kai Yao Li Zhang Sebastien Ourselin J. Shapey Tom Kamiel Magda Vercauteren OOD 18 78 0 08 Jan 2022
Sinogram upsampling using Primal-Dual UNet for undersampled CT and radial MRI reconstruction Philipp Ernst S. Chatterjee G. Rose Oliver Speck A. Nürnberger 17 13 0 26 Dec 2021
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Ziqi Zhou Lei Qi Xin Yang Dong Ni Yinghuan Shi OOD MedIm 20 57 0 21 Dec 2021
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning Alessa Hering Lasse Hansen Tony C. W. Mok Albert C. S. Chung H. Siebert ... K. Murphy Nikolas Lessmann Bram van Ginneken Adrian V. Dalca M. Heinrich 29 182 0 08 Dec 2021
Regularized directional representations for medical image registration V. Jaouen Pierre-Henri Conze G. Dardenne J. Bert D. Visvikis 8 3 0 30 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation C. Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 25 155 0 24 Nov 2021
CyTran: A Cycle-Consistent Transformer with Multi-Level Consistency for Non-Contrast to Contrast CT Translation Nicolae-Cătălin Ristea A. Miron O. Savencu Mariana-Iuliana Georgescu N. Verga F. Khan Radu Tudor Ionescu ViT MedIm 33 20 0 12 Oct 2021
Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow G. Chlebus A. Schenk Horst K. Hahn Bram van Ginneken H. Meine 16 9 0 30 Sep 2021
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation Alexandros Karargyris Renato Umeton Micah J. Sheller Alejandro Aristizabal Johnu George ... Poonam Yadav Michael Rosenthal M. Loda Jason M. Johnson Peter Mattson FedML 46 71 0 29 Sep 2021
Self-supervised Tumor Segmentation through Layer Decomposition Xiaoman Zhang Weidi Xie Chaoqin Huang Yanfeng Wang Ya-Qin Zhang Xin Chen Qi Tian 15 5 0 07 Sep 2021
Learning Disentangled Representations in the Imaging Domain Xiao Liu Pedro Sanchez Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD DRL 19 71 0 26 Aug 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 13 6 0 26 Aug 2021
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning Xiaoang Shen Guokai Zhang Huilin Lai Jihao Luo Jianwei Lu Ye Luo 27 14 0 26 Aug 2021
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision Yanwu Xu Mingming Gong Shaoan Xie Kayhan Batmanghelich OOD 16 7 0 19 Aug 2021
A New Bidirectional Unsupervised Domain Adaptation Segmentation Framework Munan Ning Cheng Bian Dong Wei Chenglang Yuan Yaohua Wang Yang Guo Kai Ma Yefeng Zheng OOD 10 18 0 18 Aug 2021
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT Dmitrii Lachinov Philipp Seeboeck Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović 19 18 0 02 Aug 2021
Recurrent Mask Refinement for Few-Shot Medical Image Segmentation Hao Tang Xingwei Liu Shanlin Sun Xiangyi Yan Xiaohui Xie 10 101 0 02 Aug 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 52 18 0 12 Jul 2021
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation Xinyi Wang Tiange Xiang Chaoyi Zhang Yang Song Dongnan Liu Heng-Chiao Huang Weidong (Tom) Cai SSeg 11 27 0 26 Jun 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
Weakly Supervised Volumetric Image Segmentation with Deformed Templates Udaranga Wickramasinghe Patrick M. Jensen Mian Akbar Shah Jiancheng Yang Pascal Fua 3DPC 14 6 0 07 Jun 2021
Sli2Vol: Annotate a 3D Volume from a Single Slice with Self-Supervised Learning P. Yeung Ana I. L. Namburete Weidi Xie 7 16 0 26 May 2021
A low-rank representation for unsupervised registration of medical images Dengqiang Jia Shangqi Gao Qunlong Chen Xinzhe Luo Xiahai Zhuang 11 1 0 20 May 2021
TarGAN: Target-Aware Generative Adversarial Networks for Multi-modality Medical Image Translation Junxiao Chen Jia Wei Rui Li GAN MedIm 9 24 0 19 May 2021