The Importance of Skip Connections in Biomedical Image Segmentation

14 August 2016

M. Drozdzal

Eugene Vorontsov

Gabriel Chartrand

Samuel Kadoury

C. Pal

MedIm

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

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Towards Label-Free 3D Segmentation of Optical Coherence Tomography Images of the Optic Nerve Head Using Deep Learning S. Devalla T. Pham S. Panda Zhang Liang Giridhar Subramanian ... L. Schmetterer S. Perera Tin Aung Alexandre Hoang Thiery M. Girard 33 29 0 22 Feb 2020
How well do U-Net-based segmentation trained on adult cardiac magnetic resonance imaging data generalise to rare congenital heart diseases for surgical planning? Sven Koehler A. Tandon T. Hussain H. Latus T. Pickardt S. Sarikouch P. Beerbaum G. Greil Sandy Engelhardt I. Wolf 20 6 0 10 Feb 2020
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation Juan Miguel Valverde Artem Shatillo Riccardo De Feo O. Gröhn Alejandra Sierra Jussi Tohka MedIm 21 21 0 24 Jan 2020
Machine Learning for Precipitation Nowcasting from Radar Images Shreya Agrawal Luke Barrington Carla Bromberg J. Burge Cenk Gazen Jason Hickey AI4Cl 22 222 0 11 Dec 2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 27 2,568 0 11 Dec 2019
ResUNet++: An Advanced Architecture for Medical Image Segmentation Debesh Jha P. Smedsrud Michael A. Riegler Dag Johansen Thomas de Lange P. Halvorsen H. Johansen SSeg 17 889 0 16 Nov 2019
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI Saman Motamed Isha Gujrathi D. Deniffel Anton Oentoro M. Haider Farzad Khalvati MedIm 11 9 0 20 Sep 2019
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans Yucheng Liu Naji Khosravan Yulin Liu J. Stember Jonathan E. Shoag Christopher E. Barbieri Ulas Bagci S. Jambawalikar MedIm 19 19 0 26 Aug 2019
A Feature Transfer Enabled Multi-Task Deep Learning Model on Medical Imaging F. Gao H. Yoon Teresa Wu Xianghua Chu 22 84 0 05 Jun 2019
Towards annotation-efficient segmentation via image-to-image translation Eugene Vorontsov Pavlo Molchanov Christopher Beckham Jan Kautz Samuel Kadoury MedIm 15 13 0 02 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 22 1,276 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
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition Zizhao Zhang Adriana Romero Matthew Muckley Pascal Vincent Lin Yang M. Drozdzal 6 110 0 08 Feb 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 19 476 0 31 Jan 2019
Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET Mostafa Salem Sergi Valverde Mariano Cabezas D. Pareto A. Oliver J. Salvi À. Rovira Xavier Llado MedIm 14 60 0 17 Jan 2019
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation Jiawei Zhang Yuzhen Jin Jilan Xu Xiaowei Xu Yanchun Zhang SSeg MedIm AI4CE 22 116 0 02 Dec 2018
Unsupervised Deep Features for Remote Sensing Image Matching via Discriminator Network Fnu Mohbat Numan Khurshid M. Taj 18 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 29 772 0 27 Sep 2018
No New-Net Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein SSeg 28 395 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 41 377 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 23 7 0 20 Dec 2017
Sharpness-aware Low dose CT denoising using conditional generative adversarial network Xin Yi P. Babyn GAN MedIm 20 261 0 22 Aug 2017
Deep Interactive Region Segmentation and Captioning Ali Sharifi Boroujerdi M. Khanian M. Breuß 18 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 32 38 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 38 530 0 07 Apr 2017
Deeply-Supervised CNN for Prostate Segmentation Qikui Zhu Bo Du B. Turkbey Peter L. Choyke Pingkun Yan MedIm 6 196 0 22 Mar 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 295 10,618 0 19 Feb 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 25 412 0 11 Jan 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 25 265 0 29 Dec 2016
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics Tran Minh Quan David Grant Colburn Hildebrand W. Jeong 14 235 0 16 Dec 2016
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images David Vázquez Jorge Bernal F. Sánchez Gloria Fernández-Esparrach Antonio M. López Adriana Romero M. Drozdzal Aaron Courville 3DV 12 621 0 02 Dec 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 16 1,573 0 28 Nov 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