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SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data

15 January 2022

Ngan Le

Papers citing "SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data"

34 / 34 papers shown

Title
ScaleNet: An Unsupervised Representation Learning Method for Limited Information Huili Huang M. M. Roozbahani SSL 98 804 0 03 Oct 2023
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation Tan H. Nguyen Binh-Son Hua Ngan Le 3DPC MedIm 95 32 0 16 Mar 2022
Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation Ngoc-Vuong Ho Tan H. Nguyen Gia-Han Diep Ngan Le Binh-Son Hua 3DPC 80 23 0 16 Mar 2022
DAM-AL: Dilated Attention Mechanism with Attention Loss for 3D Infant Brain Image Segmentation Dinh-Hieu Hoang Gia-Han Diep Minh-Triet Tran Ngan T. H Le 58 8 0 27 Dec 2021
Deep reinforcement learning in medical imaging: A literature review S. Kevin Zhou Hoang Ngan Le Khoa Luu Hien V Nguyen N. Ayache LM&MA OffRL MedIm 59 148 0 05 Mar 2021
Offset Curves Loss for Imbalanced Problem in Medical Segmentation Ngan Le T. Hoang Ngan Le Kashu Yamazaki T. Bui Khoa Luu Marios Savvides 58 11 0 04 Dec 2020
A Multi-task Contextual Atrous Residual Network for Brain Tumor Detection & Segmentation Ngan Le Kashu Yamazaki Dat T. Truong Kha Gia Quach Marios Savvides MedIm 47 20 0 03 Dec 2020
Flow-based Deformation Guidance for Unpaired Multi-Contrast MRI Image-to-Image Translation T. Bui Manh Nguyen Ngan Le Khoa Luu MedIm 44 14 0 03 Dec 2020
U-Net and its variants for medical image segmentation: theory and applications N. Siddique Sidike Paheding Colin P. Elkin Vijay Devabhaktuni SSeg 102 1,090 0 02 Nov 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng Asoke K. Nandi SSeg OOD 80 570 0 28 Sep 2020
Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data Qi Chang Hui Qu Yikai Zhang M. Sabuncu Chao Chen Tong Zhang Dimitris N. Metaxas MedIm 83 80 0 29 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 378 18,866 0 13 Feb 2020
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 152 764 0 27 Aug 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 117 862 0 25 Feb 2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng-Ann Heng OOD 73 312 0 24 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 126 1,025 0 13 Jan 2019
Cross and Learn: Cross-Modal Self-Supervision Nawid Sayed Biagio Brattoli Bjorn Ommer SSL 70 78 0 09 Nov 2018
Deep Recurrent Level Set for Segmenting Brain Tumors T. Hoang Raajitha Gummadi Marios Savvides 3DV 41 36 0 10 Oct 2018
Video Jigsaw: Unsupervised Learning of Spatiotemporal Context for Video Action Recognition Unaiza Ahsan Rishi Madhok Irfan Essa SSL 56 109 0 22 Aug 2018
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI Sulaiman Vesal Nishant Ravikumar Andreas Maier MedIm 41 50 0 05 Aug 2018
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization Bruno Korbar Du Tran Lorenzo Torresani 99 476 0 30 Jun 2018
Capsules for Object Segmentation Rodney LaLonde Ulas Bagci SSeg MedIm 60 270 0 11 Apr 2018
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 180 4,604 0 26 Oct 2017
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation Guotai Wang Maria A. Zuluaga Wenqi Li R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Vercauteren 75 410 0 03 Jul 2017
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 77 526 0 19 Dec 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 180 1,580 0 28 Nov 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 155 6,551 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 238 8,716 0 15 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,890 0 20 May 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 149 3,532 0 28 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 142 2,593 0 16 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 465 43,341 0 11 Feb 2015
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 262 10,425 0 06 Nov 2014