Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning

11 October 2017

Guotai Wang

Sebastien Ourselin

Papers citing "Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning"

24 / 24 papers shown

Title
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images N. Shvetsov T. Kilvaer M. Tafavvoghi Anders Sildnes Kajsa Møllersen Lill-ToveRasmussen Busund L. A. Bongo VLM 104 1 0 26 Feb 2025
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 100 38 0 18 Aug 2020
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Guotai Wang Wenqi Li Sebastien Ourselin Tom Vercauteren 70 482 0 01 Sep 2017
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task Wenqi Li Guotai Wang Lucas Fidon Sebastien Ourselin M. Jorge Cardoso Tom Vercauteren 3DV 93 340 0 06 Jul 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 75 409 0 03 Jul 2017
Scalable multimodal convolutional networks for brain tumour segmentation Lucas Fidon Wenqi Li Luis C. Garcia-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Vercauteren 47 61 0 25 Jun 2017
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning? Nima Tajbakhsh Jae Y. Shin S. Gurudu R. T. Hurst Christopher B. Kendall Michael B. Gotway Jianming Liang 227 2,529 0 02 Jun 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 669 10,786 0 19 Feb 2017
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 152 6,537 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 224 8,688 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 251 18,240 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 60 377 0 25 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 0 20 May 2016
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation Di Lin Jifeng Dai Jiaya Jia Kaiming He Jian Sun SSeg 121 1,007 0 18 Apr 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 67 581 0 10 Apr 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 137 3,057 0 18 Mar 2016
Deep Interactive Object Selection N. Xu Brian L. Price Scott D. Cohen Jimei Yang Thomas Huang 57 428 0 13 Mar 2016
Zero-Shot Learning via Semantic Similarity Embedding Ziming Zhang Venkatesh Saligrama 64 617 0 15 Sep 2015
DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation H. Roth Le Lu A. Farag Hoo-Chang Shin Jiamin Liu E. Turkbey Ronald M. Summers SSeg MedIm 73 745 0 22 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 821 9,318 0 06 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 178 4,894 0 22 Dec 2014
Caffe: Convolutional Architecture for Fast Feature Embedding Yangqing Jia Evan Shelhamer Jeff Donahue Sergey Karayev Jonathan Long Ross B. Girshick S. Guadarrama Trevor Darrell VLM BDL 3DV 274 14,711 0 20 Jun 2014
OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks P. Sermanet David Eigen Xiang Zhang Michaël Mathieu Rob Fergus Yann LeCun ObjD 151 5,007 0 21 Dec 2013