Title
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image Xiangde Luo Wenjun Liao Jianghong Xiao Jieneng Chen Tao Song Xiaofan Zhang Kang Li Dimitris N. Metaxas Guotai Wang Shaoting Zhang 117 131 0 03 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 323 707 0 27 Oct 2021
OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data Christoph Reich Tim Prangemeier Ozdemir Cetin Heinz Koeppl 68 12 0 20 Oct 2021
Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Jun Luo Shandong Wu OOD MQ 150 78 0 15 Oct 2021
FedSLD: Federated Learning with Shared Label Distribution for Medical Image Classification Jun Luo Shandong Wu OOD FedML 44 30 0 15 Oct 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 Fahad Shahbaz Khan Radu Tudor Ionescu ViT MedIm 122 20 0 12 Oct 2021
Planning Sensing Sequences for Subsurface 3D Tumor Mapping Brian Y. Cho Tucker Hermans Alan Kuntz 51 4 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 98 9 0 30 Sep 2021
Label-Assemble: Leveraging Multiple Datasets with Partial Labels Mintong Kang Bowen Li Zengle Zhu Yongyi Lu Elliot K. Fishman Alan Yuille Zongwei Zhou 94 18 0 25 Sep 2021
Efficient Context-Aware Network for Abdominal Multi-organ Segmentation Fan Zhang Yu Wang Hua Yang SSeg MedIm 95 22 0 22 Sep 2021
Unsupervised domain adaptation for cross-modality liver segmentation via joint adversarial learning and self-learning Jin Hong S. Yu Weitian Chen OOD MedIm 63 83 0 13 Sep 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 105 87 0 09 Sep 2021
Self-supervised Tumor Segmentation through Layer Decomposition Xiaoman Zhang Weidi Xie Chaoqin Huang Yanfeng Wang Ya Zhang Xin Chen Qi Tian 79 6 0 07 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 74 130 0 23 Aug 2021
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation Ziyuan Zhao Zeyu Ma Yanjie Liu Zeng Zeng P. Chow 77 8 0 15 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 53 19 0 02 Aug 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 104 45 0 20 Jul 2021
Parametric Scattering Networks Shanel Gauthier Benjamin Thérien Laurent Alsene-Racicot Muawiz Chaudhary Irina Rish Eugene Belilovsky Michael Eickenberg Guy Wolf 86 18 0 20 Jul 2021
Learning from Partially Overlapping Labels: Image Segmentation under Annotation Shift Gregory Filbrandt Konstantinos Kamnitsas David Bernstein Alexandra N. Taylor Ben Glocker 72 3 0 13 Jul 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 100 18 0 12 Jul 2021
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation Hao Zheng Jun Han Hongxiao Wang Lin Yang Zhuo Zhao Chaoli Wang Danny Chen 81 23 0 10 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 109 54 0 24 Jun 2021
Context-aware PolyUNet for Liver and Lesion Segmentation from Abdominal CT Images Liping Zhang S. Yu 42 3 0 21 Jun 2021
Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation Chenxin Li Qi Qi Xinghao Ding Yue Huang Dong Liang Yizhou Yu OOD 56 71 0 13 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 123 998 0 10 Jun 2021
Decoupling Shape and Density for Liver Lesion Synthesis Using Conditional Generative Adversarial Networks Dario Augusto Borges Oliveira GAN MedIm 33 0 0 01 Jun 2021
Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks Yuanpeng Liu Qinglei Hui Zhiyi Peng S. Gong D. Kong 49 4 0 29 May 2021
Hyper-Convolution Networks for Biomedical Image Segmentation Tianyu Ma Adrian Dalca M. Sabuncu SSeg 106 15 0 21 May 2021
Evaluating the Robustness of Self-Supervised Learning in Medical Imaging Fernando Navarro Christopher Watanabe Suprosanna Shit Anjany Sekuboyina J. Peeken Stephanie E. Combs Bjoern Menze OOD 71 20 0 14 May 2021
PocketNet: A Smaller Neural Network for Medical Image Analysis A. Celaya Jonas A. Actor Rajarajesawari Muthusivarajan Evan Gates C. Chung Dawid Schellingerhout B. Rivière David T. Fuentes SSeg MedIm 58 30 0 21 Apr 2021
Free-form tumor synthesis in computed tomography images via richer generative adversarial network Qiangguo Jin Hui Cui Changming Sun Zhaopeng Meng R. Su GAN MedIm 68 44 0 20 Apr 2021
mlf-core: a framework for deterministic machine learning Lukas Heumos Philipp Ehmele Luis Kuhn Cuellar Kevin Menden Edmund Miller Steffen Lemke G. Gabernet S. Nahnsen AI4CE 49 3 0 15 Apr 2021
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration Bo Zhou Z. Augenfeld Julius Chapiro S. Kevin Zhou Chi Liu James S. Duncan 77 49 0 14 Apr 2021
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Daiqing Li Junlin Yang Karsten Kreis Antonio Torralba Sanja Fidler GAN MedIm 110 187 0 12 Apr 2021
Deep Implicit Statistical Shape Models for 3D Medical Image Delineation Ashwin Raju S. Miao Mei Han Le Lu Junzhou Huang Adam P. Harrison 3DV MedIm 57 33 0 07 Apr 2021
Generalized Organ Segmentation by Imitating One-shot Reasoning using Anatomical Correlation Hong-Yu Zhou Hualuo Liu Shilei Cao Dong Wei Chi-Ken Lu Yizhou Yu Kai Ma Yefeng Zheng 38 8 0 30 Mar 2021
Evaluation of Preprocessing Techniques for U-Net Based Automated Liver Segmentation Muhammad Islam Kaleem Nawaz Khan Muhammad Salman Khan 27 10 0 26 Mar 2021
Task-Oriented Low-Dose CT Image Denoising Jiajin Zhang Hanqing Chao Xuanang Xu Chuang Niu Ge Wang Pingkun Yan OOD MedIm 65 18 0 25 Mar 2021
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation João B. S. Carvalho J. Santinha DJordje Miladinović J. M. Buhmann SSeg 49 0 0 22 Mar 2021
Automated liver tissues delineation techniques: A systematic survey on machine learning current trends and future orientations Ayman Al-Kababji F. Bensaali S. Dakua Yassine Himeur 68 23 0 10 Mar 2021
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient Florian Kofler Ivan Ezhov Fabian Isensee F. Balsiger Christoph Berger ... C. Zimmer D. Ankerst Jan Kirschke Benedikt Wiestler Bjoern Menze 89 52 0 10 Mar 2021
Liver Fibrosis and NAS scoring from CT images using self-supervised learning and texture encoding Ananya Jana Hui Qu Carlos D Minacapelli C. Catalano V. Rustgi Dimitris N. Metaxas MedIm 67 8 0 05 Mar 2021
ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation Raunak Dey Yi Hong 57 19 0 05 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 104 60 0 28 Feb 2021
PA-ResSeg: A Phase Attention Residual Network for Liver Tumor Segmentation from Multi-phase CT Images Yingying Xu Ming Cai Lanfen Lin Yue Zhang Hongjie Hu ... Xiongwei Mao Yutaro Iwamoto Xianhua Han Yenwei Chen Ruofeng Tong MedIm 35 41 0 27 Feb 2021
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Luyan Liu Zhiwei Wen Songwei Liu Hong-Yu Zhou Hongwei Zhu Weicheng Xie Linlin Shen Kai Ma Yefeng Zheng 65 7 0 26 Feb 2021
Multi-Slice Low-Rank Tensor Decomposition Based Multi-Atlas Segmentation: Application to Automatic Pathological Liver CT Segmentation Changfa Shi Min Xian Xiancheng Zhou Haotian Wang Heng-Da Cheng 70 19 0 24 Feb 2021
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 95 107 0 21 Feb 2021
Unsupervised Medical Image Alignment with Curriculum Learning Mihail Burduja Radu Tudor Ionescu 66 12 0 20 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 147 563 0 18 Feb 2021