The Importance of Skip Connections in Biomedical Image Segmentation

The Importance of Skip Connections in Biomedical Image Segmentation

14 August 2016

Eugene Vorontsov

Gabriel Chartrand

Samuel Kadoury

Papers citing "The Importance of Skip Connections in Biomedical Image Segmentation"

17 / 67 papers shown

Title
A Feature Transfer Enabled Multi-Task Deep Learning Model on Medical Imaging F. Gao H. Yoon Teresa Wu Xianghua Chu 8 84 0 05 Jun 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 13 1,275 0 01 Apr 2019
Pancreas segmentation with probabilistic map guided bi-directional recurrent UNet Jun Li Xiaozhu Lin Hui Che Hao Li Xiaohua Qian SSeg 18 39 0 03 Mar 2019
Automated brain extraction of multi-sequence MRI using artificial neural networks Fabian Isensee Marianne Schell I. Tursunova G. Brugnara D. Bonekamp ... S. Heiland Wolfgang Wick Martin Bendszus Klaus Hermann Maier-Hein Philipp Kickingereder 14 476 0 31 Jan 2019
Unsupervised Deep Features for Remote Sensing Image Matching via Discriminator Network Fnu Mohbat Numan Khurshid M. Taj 8 15 0 15 Oct 2018
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Fabian Isensee Jens Petersen André Klein David Zimmerer Paul F. Jaeger ... Jakob Wasserthal Gregor Koehler T. Norajitra Sebastian J. Wirkert Klaus H. Maier-Hein SSeg 26 772 0 27 Sep 2018
No New-Net Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein SSeg 13 394 0 27 Sep 2018
Deep learning and its application to medical image segmentation H. Roth Chen Shen H. Oda M. Oda Y. Hayashi K. Misawa K. Mori MedIm SSeg 48 114 0 23 Mar 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang L. Yang Yefeng Zheng MedIm 33 377 0 27 Feb 2018
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning Yang Nan Gianmarc Coppola Q. Liang Kunlin Zou Wei Sun Dan Zhang Yaonan Wang Guanzhen Yu 20 7 0 20 Dec 2017
Deep Interactive Region Segmentation and Captioning Ali Sharifi Boroujerdi M. Khanian M. Breuß 16 7 0 26 Jul 2017
Liver lesion segmentation informed by joint liver segmentation Eugene Vorontsov A. Tang Chris Pal Samuel Kadoury MedIm 18 112 0 24 Jul 2017
Fast, Simple Calcium Imaging Segmentation with Fully Convolutional Networks Aleksander Klibisz Derek C. Rose Matthew R. Eicholtz J. Blundon Stanislav S Zakharenko 16 37 0 19 Jul 2017
ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network Abhijit Guha Roy Sailesh Conjeti S. Karri Debdoot Sheet A. Katouzian Christian Wachinger Nassir Navab MedIm 27 530 0 07 Apr 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 280 10,613 0 19 Feb 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 19 265 0 29 Dec 2016
Deep learning trends for focal brain pathology segmentation in MRI Mohammad Havaei N. Guizard Hugo Larochelle Pierre-Marc Jodoin OOD 16 83 0 18 Jul 2016