Comparative Evaluation of 3D and 2D Deep Learning Techniques for
Semantic Segmentation in CT Scans

Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans

19 January 2021

Abhishek Shivdeo

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Papers citing "Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans"

17 / 17 papers shown

Title
A Light CNN for detecting COVID-19 from CT scans of the chest M. Polsinelli Luigi Cinque G. Placidi OOD 32 276 0 24 Apr 2020
Practical Window Setting Optimization for Medical Image Deep Learning Hyunkwang Lee Myeongchan Kim Synho Do OOD 8 27 0 03 Dec 2018
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 227 16,598 0 17 Jul 2018
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou Mannudeep K. Kalra Ge Wang GAN MedIm 61 1,201 0 03 Aug 2017
Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks P. Christ Florian Ettlinger Felix Grün M. Elshaer Jana Lipkova ... Julian Holch Wieland Sommer R. Braren V. Heinemann Bjoern Menze MedIm 65 330 0 20 Feb 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,596 0 07 Oct 2016
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation Hao Chen Qi Dou Lequan Yu Pheng-Ann Heng 73 140 0 21 Aug 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 155 6,551 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 238 8,716 0 15 Jun 2016
Determining the Characteristic Vocabulary for a Specialized Dictionary using Word2vec and a Directed Crawler G. Grefenstette Lawrence Muchemi 47 10 0 31 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,890 0 20 May 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,819 0 02 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Deep convolutional networks for pancreas segmentation in CT imaging H. Roth A. Farag Le Lu E. Turkbey Ronald M. Summers MedIm SSeg 61 179 0 15 Apr 2015
Deep Neural Networks for Anatomical Brain Segmentation A. D. Brébisson Giovanni Montana 71 325 0 09 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
Network In Network Min Lin Qiang Chen Shuicheng Yan 294 6,284 0 16 Dec 2013