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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Deep Learning for Vascular Segmentation and Applications in Phase Contrast Tomography Imaging Ekin Yagis S. Aslani Yashvardhan Jain Yang Zhou Shahrokh Rahmani ... M. Ackermann D. Jonigk Paul Tafforeau Peter D Lee Claire L. Walsh 37 4 0 22 Nov 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 25 0 0 21 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 25 0 0 17 Sep 2023
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher Longxiang Tang Kai Li Chunming He Yulun Zhang Xiu Li 32 23 0 14 Jul 2023
Effect of Intensity Standardization on Deep Learning for WML Segmentation in Multi-Centre FLAIR MRI A. Ghazvanchahi P. Maralani A. Moody A. Khademi 18 1 0 07 Jul 2023
A Deep Active Contour Model for Delineating Glacier Calving Fronts Konrad Heidler Lichao Mou Erik Loebel M. Scheinert Sébastien Lefèvre Xiao Xiang Zhu 27 7 0 07 Jul 2023
Noisy Image Segmentation With Soft-Dice M. Nordström Henrik Hult A. Maki F. Löfman 29 2 0 03 Apr 2023
Futuristic Variations and Analysis in Fundus Images Corresponding to Biological Traits M. Hassan Hao Zhang Ahmed Fateh Ameen Home Wu Zeng Shuyue Ma ... Dongmei Wu Can Zhang You Zhou Awiwu Ain Peiwu Qin MedIm 21 0 0 08 Feb 2023
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 25 2 0 14 Dec 2022
Visual-tactile Fusion for Transparent Object Grasping in Complex Backgrounds Shoujie Li Haixin Yu Wenbo Ding Houde Liu Linqi Ye Chongkun Xia Xueqian Wang Xiao-Ping Zhang 21 26 0 30 Nov 2022
Semantic Segmentation for Fully Automated Macrofouling Analysis on Coatings after Field Exposure Lutz M. K. Krause Emily Manderfeld Patricia Gnutt Louisa Vogler Ann Wassick ... Marco Rudolph K. Hunsucker G. Swain Bodo Rosenhahn A. Rosenhahn 13 5 0 21 Nov 2022
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty J. Bertels D. Robben Dirk Vandermeulen P. Suetens 22 19 0 08 Nov 2022
PointNeuron: 3D Neuron Reconstruction via Geometry and Topology Learning of Point Clouds Runkai Zhao Heng Wang Chaoyi Zhang Weidong (Tom) Cai 3DV 16 6 0 15 Oct 2022
A Pathologist-Informed Workflow for Classification of Prostate Glands in Histopathology Alessandro Ferrero Beatrice S. Knudsen Deepika Sirohi Ross T. Whitaker 14 0 0 27 Sep 2022
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation Mehreen Mubashar Hazrat Ali C. Grönlund Shoaib Azmat SSeg 21 66 0 03 Jun 2022
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation Ledan Qian Xiao Zhou Yi Li Zhongyi Hu 36 5 0 24 May 2022
k-strip: A novel segmentation algorithm in k-space for the application of skull stripping Moritz Rempe F. Mentzel Kelsey L. Pomykala Johannes Haubold F. Nensa K. Kröninger Jan Egger Jens Kleesiek 24 8 0 19 May 2022
Ischemic Stroke Lesion Segmentation Using Adversarial Learning Mobarakol Islam N. R. Vaidyanathan Jeya Maria Jose Valanarasu Hongliang Ren GAN MedIm 18 15 0 11 Apr 2022
View-Consistent Metal Segmentation in the Projection Domain for Metal Artifact Reduction in CBCT -- An Investigation of Potential Improvement Tristan M. Gottschalk Andreas K. Maier Florian Kordon Björn Kreher 11 7 0 03 Dec 2021
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks Giuseppina Carannante Dimah Dera Nidhal C.Bouaynaya Hassan M. Fathallah-Shaykh Ghulam Rasool UQCV AAML OOD 27 6 0 10 Nov 2021
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation Michael Yeung L. Rundo Yang Nan Evis Sala Carola-Bibiane Schönlieb Guang Yang UQCV 25 30 0 31 Oct 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 121 708 0 09 Sep 2021
Dilated Inception U-Net (DIU-Net) for Brain Tumor Segmentation D. Cahall Ghulam Rasool N. Bouaynaya Hassan M. Fathallah-Shaykh 16 6 0 15 Aug 2021
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation H. Zunair A. Ben Hamza SSeg MDE 8 223 0 26 Jul 2021
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation Nader Aldoj F. Biavati M. Dewey A. Hennemuth P. Asbach I. Sack 9 4 0 21 Jun 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 569 0 27 May 2021
The Federated Tumor Segmentation (FeTS) Challenge Sarthak Pati Ujjwal Baid M. Zenk Brandon Edwards Micah J. Sheller ... Lena Maier-Hein Jens Kleesiek Bjoern H. Menze Klaus Maier-Hein Spyridon Bakas FedML OOD 41 72 0 12 May 2021
A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features Jun Li Zhaocong Wu Zhongwen Hu Canliang Jian Shaojie Luo Lichao Mou Xiaoxiang Zhu M. Molinier 20 52 0 29 Apr 2021
Focusing on Shadows for Predicting Heightmaps from Single Remotely Sensed RGB Images with Deep Learning S. Karatsiolis A. Kamilaris 18 1 0 22 Apr 2021
MPASNET: Motion Prior-Aware Siamese Network for Unsupervised Deep Crowd Segmentation in Video Scenes Jinhai Yang Hua Yang 3DPC 16 0 0 21 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 64 25 0 01 Jan 2021
Robust Segmentation of Optic Disc and Cup from Fundus Images Using Deep Neural Networks A. Manjunath S. Jois C. Seelamantula 21 3 0 13 Dec 2020
CHS-Net: A Deep learning approach for hierarchical segmentation of COVID-19 infected CT images Narinder Singh Punn Sonali Agarwal 24 31 0 13 Dec 2020
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 9 292 0 02 Nov 2020
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans Paschalis A. Bizopoulos N. Vretos P. Daras 19 17 0 10 Sep 2020
Inner Cell Mass and Trophectoderm Segmentation in Human Blastocyst Images using Deep Neural Network Md Yousuf Harun Thomas T F Huang A. Ohta 16 6 0 19 Aug 2020
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Xingang Yan Weiwen Jiang Yiyu Shi Cheng Zhuo 15 47 0 13 Jul 2020
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 25 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 6 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 13 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 11 222 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 22 2,565 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 12 889 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 9 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 12 19 0 26 Aug 2019