Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation

27 April 2021

Papers citing "Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation"

50 / 50 papers shown

Title
Weakly-Supervised Semantic Segmentation via Sub-category Exploration Yu-Ting Chang Qiaosong Wang Wei-Chih Hung Robinson Piramuthu Yi-Hsuan Tsai Ming-Hsuan Yang 117 256 0 03 Aug 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 38 336 0 15 Jul 2020
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H. Kervadec Jose Dolz Shanshan Wang Eric Granger Ismail Ben Ayed 29 84 0 14 Apr 2020
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation Yude Wang Jie Zhang Meina Kan Shiguang Shan Xilin Chen 68 621 0 09 Apr 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 93 720 0 19 Mar 2020
Evaluating Weakly Supervised Object Localization Methods Right Junsuk Choe Seong Joon Oh Seungho Lee Sanghyuk Chun Zeynep Akata Hyunjung Shim WSOL 329 188 0 21 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 83 42,038 0 03 Dec 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 40 373 0 15 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 545 4,735 0 13 May 2019
Box-driven Class-wise Region Masking and Filling Rate Guided Loss for Weakly Supervised Semantic Segmentation Chunfeng Song Yan Huang Wanli Ouyang Liang Wang 47 216 0 26 Apr 2019
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection Yun-Hai Liu Deng-Ping Fan Xinyu Zhang Guangyu Nie Meng Wang 37 86 0 28 Mar 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 35 421 0 27 Feb 2019
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks Mostafa S. Ibrahim Arash Vahdat Mani Ranjbar W. Macready 24 83 0 17 Nov 2018
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Nabila Abraham N. Khan SSeg MedIm 43 699 0 18 Oct 2018
Semi-supervised Skin Lesion Segmentation via Transformation Consistent Self-ensembling Model Xiaomeng Li Lequan Yu Hao Chen Chi-Wing Fu Pheng-Ann Heng MedIm 42 135 0 12 Aug 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 59 6,066 0 18 Jul 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 46 844 0 17 Jul 2018
Deep semi-supervised segmentation with weight-averaged consistency targets C. Perone Julien Cohen-Adad OOD 35 72 0 12 Jul 2018
Deep supervision with additional labels for retinal vessel segmentation task Yishuo Zhang Albert C. S. Chung 28 136 0 06 Jun 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 90 549 0 22 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 66 13,005 0 07 Feb 2018
Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation Huazhu Fu Jun Cheng Yanwu Xu D. Wong Jiang-Dong Liu Xiaochun Cao MedIm 25 734 0 03 Jan 2018
Multi-Task Learning for Segmentation of Building Footprints with Deep Neural Networks B. Bischke P. Helber Joachim Folz Damian Borth Andreas Dengel SSeg 29 247 0 18 Sep 2017
Deep Supervision for Pancreatic Cyst Segmentation in Abdominal CT Scans Yuyin Zhou Lingxi Xie Elliot K. Fishman Alan Yuille OOD MedIm 35 96 0 22 Jun 2017
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving Marvin Teichmann Michael Weber Johann Marius Zöllner R. Cipolla R. Urtasun SSeg 38 697 0 22 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 187 11,941 0 04 Dec 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 200 2,835 0 20 Nov 2016
RetiNet: Automatic AMD identification in OCT volumetric data S. Apostolopoulos Carlos Ciller Sandro De Zanet Sebastian Wolf Raphael Sznitman 26 35 0 12 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 161 19,796 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 510 36,599 0 25 Aug 2016
Gland Instance Segmentation by Deep Multichannel Side Supervision Yan Xu Yang Li Mingyuan Liu Yipei Wang M. Lai E. Chang MedIm 50 109 0 12 Jul 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 179 8,615 0 15 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 129 18,136 0 02 Jun 2016
DeepCut: Object Segmentation from Bounding Box Annotations using Convolutional Neural Networks Martin Rajchl M. J. Lee Ozan Oktay Konstantinos Kamnitsas Jonathan Passerat-Palmbach ... Mellisa Damodaram Mary A. Rutherford Joseph V. Hajnal Bernhard Kainz Daniel Rueckert 30 375 0 25 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 209 37,704 0 20 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 405 11,540 0 06 Apr 2016
Simple Does It: Weakly Supervised Instance and Semantic Segmentation Anna Khoreva Rodrigo Benenson J. Hosang Matthias Hein Bernt Schiele WSOD VLM ISeg 57 744 0 24 Mar 2016
Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation Alexander Kolesnikov Christoph H. Lampert SSeg 37 744 0 19 Mar 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 89 9,266 0 14 Dec 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 592 15,718 0 02 Nov 2015
What's the Point: Semantic Segmentation with Point Supervision Amy Bearman Olga Russakovsky V. Ferrari Li Fei-Fei 3DPC 55 983 0 06 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 722 76,547 0 18 May 2015
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation Jifeng Dai Kaiming He Jian Sun 82 1,040 0 05 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 184 43,154 0 11 Feb 2015
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation George Papandreou Liang-Chieh Chen Kevin Patrick Murphy Alan Yuille SSeg 60 916 0 09 Feb 2015
Fully Convolutional Multi-Class Multiple Instance Learning Deepak Pathak Evan Shelhamer Jonathan Long Trevor Darrell SSL 44 314 0 22 Dec 2014
Deeply-Supervised Nets Chen-Yu Lee Saining Xie Patrick W. Gallagher Zhengyou Zhang Zhuowen Tu 201 2,229 0 18 Sep 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 197 43,511 0 17 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 131 43,290 0 01 May 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 75 7,252 0 20 Dec 2013