Title
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 16 41 0 19 Aug 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 41 83 0 19 Aug 2021
Optimising Knee Injury Detection with Spatial Attention and Validating Localisation Ability Niamh Belton I. Welaratne Adil Dahlan Ron Hearne Misgina Tsighe Hagos Aonghus Lawlor Kathleen M. Curran 11 13 0 18 Aug 2021
RCA-IUnet: A residual cross-spatial attention guided inception U-Net model for tumor segmentation in breast ultrasound imaging Narinder Singh Punn Sonali Agarwal 32 59 0 05 Aug 2021
Weakly Supervised Attention Model for RV StrainClassification from volumetric CTPA Scans Noa Cahan E. Marom S. Soffer Y. Barash Eli Konen Eyal Klang H. Greenspan 40 8 0 26 Jul 2021
Predicting Mechanically Driven Full-Field Quantities of Interest with Deep Learning-Based Metamodels S. Mohammadzadeh Emma Lejeune AI4CE 28 28 0 24 Jul 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 57 18 0 12 Jul 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 76 96 0 12 Jul 2021
NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection P. N. Lan N. S. An D. V. Hang D. Long T. Trung N. T. Thuy D. V. Sang 133 69 0 11 Jul 2021
Weaving Attention U-net: A Novel Hybrid CNN and Attention-based Method for Organs-at-risk Segmentation in Head and Neck CT Images Zhuangzhuang Zhang T. Zhao Hiram Gay Weixiong Zhang B. Sun 30 19 0 10 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 Jul 2021
Hepatocellular Carcinoma Segmentation from Digital Subtraction Angiography Videos using Learnable Temporal Difference Wenting Jiang Y. Jiang Lu Zhang Changmiao Wang Xiaoguang Han Shuixing Zhang Xiang Wan Shuguang Cui 18 1 0 09 Jul 2021
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Taehun Kim Hyemin Lee Daijin Kim EgoV 22 251 0 06 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 32 338 0 30 Jun 2021
Coherent, super resolved radar beamforming using self-supervised learning Itai Orr Moshik Cohen Harel Damari M. Halachmi Z. Zalevsky 33 14 0 21 Jun 2021
Automatic CT Segmentation from Bounding Box Annotations using Convolutional Neural Networks Yuanpeng Liu Qinglei Hui Zhiyi Peng S. Gong D. Kong 11 4 0 29 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 27 190 0 15 May 2021
Attention-Based 3D Seismic Fault Segmentation Training by a Few 2D Slice Labels Yimin Dou Kewen Li Jianbing Zhu Xiao Li Yingjie Xi 3DPC 15 35 0 09 May 2021
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis Tiange Xiang Chaoyi Zhang Yang Song Jianhui Yu Weidong (Tom) Cai 3DPC 151 283 0 04 May 2021
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation D. V. Sang Tran Quang Chung P. N. Lan D. V. Hang D. Long N. T. Thuy 117 21 0 02 May 2021
AGMB-Transformer: Anatomy-Guided Multi-Branch Transformer Network for Automated Evaluation of Root Canal Therapy Yunxiang Li G. Zeng Yifan Zhang Jun Wang Qianni Zhang ... Neng Xia Ruizi Peng Kai Tang Yaqi Wang Shuai Wang MedIm AI4CE 92 28 0 02 May 2021
RADDet: Range-Azimuth-Doppler based Radar Object Detection for Dynamic Road Users Ao Zhang F. Nowruzi R. Laganière 31 88 0 02 May 2021
Latent Correlation Representation Learning for Brain Tumor Segmentation with Missing MRI Modalities Tongxue Zhou S. Canu P. Vera S. Ruan 27 141 0 13 Apr 2021
Multi-class motion-based semantic segmentation for ureteroscopy and laser lithotripsy Soumya Gupta Sharib Ali L. Goldsmith B. Turney J. Rittscher 50 3 0 02 Apr 2021
Artificial Intelligence in Tumor Subregion Analysis Based on Medical Imaging: A Review Mingquan Lin Jacob F. Wynne Y. Lei Tonghe Wang W. Curran Tian Liu Xiaofeng Yang 35 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 92 1,535 0 18 Mar 2021
Deeply supervised UNet for semantic segmentation to assist dermatopathological assessment of Basal Cell Carcinoma (BCC) Jean LeĆlerc Arrastia Nick Heilenkötter Daniel Otero Baguer Lena Hauberg-Lotte T. Boskamp Sonja Hetzer Nicole Duschner Jörg Schaller Peter Maass 6 44 0 05 Mar 2021
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation Boxiang Yun Yan Wang Jieneng Chen Huiyu Wang Wei Shen Qingli Li ViT MedIm 18 49 0 05 Mar 2021
Efficient Palm-Line Segmentation with U-Net Context Fusion Module Toan Pham Van S. T. Nguyen Linh Doan Bao Ngoc N. Tran Ta Minh Thanh 29 6 0 24 Feb 2021
Glacier Calving Front Segmentation Using Attention U-Net M. Holzmann Amirabbas Davari T. Seehaus M. Braun Andreas Maier Vincent Christlein 6 21 0 08 Jan 2021
CovTANet: A Hybrid Tri-level Attention Based Network for Lesion Segmentation, Diagnosis, and Severity Prediction of COVID-19 Chest CT Scans Tanvir Mahmud Md. Jahin Alam Sakib Chowdhury Shams Nafisa Ali Md. Maisoon Rahman Shaikh Anowarul Fattah Mohammad Saquib 13 37 0 03 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 52 23 0 31 Dec 2020
MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation Yutong Cai Yong Wang SSeg 18 67 0 20 Dec 2020
OCTA-500: A Retinal Dataset for Optical Coherence Tomography Angiography Study Mingchao Li Kun Huang Qiuzhuo Xu Jiadong Yang Yuhan Zhang Zexuan Ji Keren Xie Songtao Yuan Qinghuai Liu Qiang Chen 18 86 0 14 Dec 2020
CHS-Net: A Deep learning approach for hierarchical segmentation of COVID-19 infected CT images Narinder Singh Punn Sonali Agarwal 32 31 0 13 Dec 2020
Upgraded W-Net with Attention Gates and its Application in Unsupervised 3D Liver Segmentation Dhanunjaya Mitta S. Chatterjee Oliver Speck A. Nürnberger SSeg MedIm 31 5 0 20 Nov 2020
w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution Bo Wang Lei Wang Junyang Chen Zhenghua Xu Thomas Lukasiewicz Zhigang Fu 35 7 0 15 Nov 2020
Covariance Self-Attention Dual Path UNet for Rectal Tumor Segmentation Haijun Gao Bochuan Zheng Dazhi Pan Xiangyin Zeng 22 2 0 04 Nov 2020
U-Net and its variants for medical image segmentation: theory and applications N. Siddique Sidike Paheding Colin P. Elkin Vijay Devabhaktuni SSeg 23 1,041 0 02 Nov 2020
A Weakly-Supervised Semantic Segmentation Approach based on the Centroid Loss: Application to Quality Control and Inspection Kai Yao A. Ortiz F. Bonnín-Pascual 27 0 0 26 Oct 2020
ivadomed: A Medical Imaging Deep Learning Toolbox C. Gros A. Lemay Olivier Vincent Lucas Rouhier Anthime Bucquet Joseph Paul Cohen Julien Cohen-Adad LM&MA MedIm 24 15 0 20 Oct 2020
CardioGAN: Attentive Generative Adversarial Network with Dual Discriminators for Synthesis of ECG from PPG Pritam Sarkar Ali Etemad GAN 19 59 0 30 Sep 2020
MPG-Net: Multi-Prediction Guided Network for Segmentation of Retinal Layers in OCT Images Zeyu Fu Yang Sun Xinming Zhang Scott Stainton Shaun Barney J. Hogg W. Innes S. Dlay 16 3 0 28 Sep 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 33 544 0 28 Sep 2020
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Ran Gu Guotai Wang Tao Song Rui Huang Michael Aertsen Jan Deprest Sébastien Ourselin Tom Kamiel Magda Vercauteren Shaoting Zhang SSeg 23 457 0 22 Sep 2020
Learning from Multimodal and Multitemporal Earth Observation Data for Building Damage Mapping B. Adriano Naoto Yokoya J. Xia H. Miura Wen Liu M. Matsuoka Shunichi Koshimura 31 102 0 14 Sep 2020
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray Segmentation Lipei Zhang Aozhi Liu Jing Xiao P. Taylor 13 22 0 11 Sep 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 55 624 0 02 Aug 2020
Land Cover Classification from Remote Sensing Images Based on Multi-Scale Fully Convolutional Network Rui Li Shunyi Zheng Chenxi Duan Ce Zhang 18 97 0 01 Aug 2020