Segmentation of pores in carbon fiber reinforced polymers using the U-Net convolutional neural network

Segmentation of pores in carbon fiber reinforced polymers using the U-Net convolutional neural network

This study demonstrates the utilization of deep learning techniques for binary semantic segmentation of pores in carbon fiber reinforced polymers (CFRP) using X-ray computed tomography (XCT) datasets. The proposed workflow is designed to generate efficient segmentation models with reasonable execut...

Full description

Bibliographic Details
Main Authors:	Miroslav Yosifov, Patrick Weinberger, Bernhard Plank, Bernhard Fröhler, Markus Hoeglinger, Johann Kastner, Christoph Heinzl
Format:	Article
Language:	English
Published:	CTU Central Library 2023-10-01
Series:	Acta Polytechnica CTU Proceedings
Subjects:	deep learning segmentation U-Net computed tomography pores carbon fiber reinforced polymers
Online Access:	https://ojs.cvut.cz/ojs/index.php/APP/article/view/9407

Similar Items

Automatic Coal and Gangue Segmentation Using U-Net Based Fully Convolutional Networks
by: Rong Gao, et al.
Published: (2020-02-01)

GAU U-Net for multiple sclerosis segmentation
by: Roba Gamal, et al.
Published: (2023-07-01)

TAGU-Net: Transformer Convolution Hybrid-Based U-Net With Attention Gate for Atypical Meningioma Segmentation
by: Hong Huang, et al.
Published: (2023-01-01)

MSR U-Net: An Improved U-Net Model for Retinal Blood Vessel Segmentation
by: Giri Babu Kande, et al.
Published: (2024-01-01)

RotU-Net: An Innovative U-Net With Local Rotation for Medical Image Segmentation
by: Fuxiang Zhang, et al.
Published: (2024-01-01)

Light-Convolution Dense Selection U-Net (LDS U-Net) for Ultrasound Lateral Bony Feature Segmentation
by: Sunetra Banerjee, et al.
Published: (2021-10-01)

Improvement of Retinal Vessel Segmentation Method Based on U-Net
by: Ning Wang, et al.
Published: (2023-01-01)

Boosting Unsupervised Dorsal Hand Vein Segmentation with U-Net Variants
by: Szidónia Lefkovits, et al.
Published: (2022-07-01)

An MRI brain tumor segmentation method based on improved U-Net
by: Jiajun Zhu, et al.
Published: (2024-01-01)

Hybrid Multiple-Organ Segmentation Method Using Multiple U-Nets in PET/CT Images
by: Yuta Suganuma, et al.
Published: (2023-09-01)

Semantic Segmentation on Panoramic Dental X-Ray Images Using U-Net Architectures
by: Rafiatul Zannah, et al.
Published: (2024-01-01)

MAU-Net: Mixed attention U-Net for MRI brain tumor segmentation
by: Yuqing Zhang, et al.
Published: (2023-11-01)

Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing
by: Andaç Hamamcı, et al.
Published: (2022-01-01)

Brain tumor segmentation with advanced nnU-Net: Pediatrics and adults tumors
by: Mona Kharaji, et al.
Published: (2024-06-01)

Spine MRI image segmentation method based on ASPP and U-Net network
by: Biao Cai, et al.
Published: (2023-08-01)

Comparison of Fully Convolutional Networks (FCN) and U-Net for Road Segmentation from High Resolution Imageries
by: Ozan Ozturk, et al.
Published: (2020-12-01)

EfficientNet family U-Net models for deep learning semantic segmentation of kidney tumors on CT images
by: Abubaker Abdelrahman, et al.
Published: (2023-09-01)

New Approach to Image Segmentation: U-Net Convolutional Network for Multiresolution CT Image Lung Segmentation
by: Sugiyarto Surono, et al.
Published: (2023-02-01)

U-Net Analysis Architecture For MRI Brain Tumor Segmentation
by: Nur Nafi'iyah
Published: (2023-11-01)

Cascaded Segmentation U-Net for Quality Evaluation of Scraping Workpiece
by: Hsin-Chung Yin, et al.
Published: (2023-01-01)

A supervised U-Net based color image semantic segmentation for detection & classification of human intestinal parasites
by: Ideal Oscar Libouga, et al.
Published: (2022-01-01)

Enhancing U-Net with Spatial-Channel Attention Gate for Abnormal Tissue Segmentation in Medical Imaging
by: Trinh Le Ba Khanh, et al.
Published: (2020-08-01)

An Enhanced U-Net Approach for Segmentation of Aeroengine Hollow Turbine Blade
by: Jia Zheng, et al.
Published: (2022-11-01)

An automatic segmentation of breast ultrasound images using U-Net model
by: Radhi Eman, et al.
Published: (2023-01-01)

UPolySeg: A U-Net-Based Polyp Segmentation Network Using Colonoscopy Images
by: Subhashree Mohapatra, et al.
Published: (2022-08-01)

EnRDeA U-Net Deep Learning of Semantic Segmentation on Intricate Noise Roads
by: Xiaodong Yu, et al.
Published: (2023-07-01)

MC-UNet: Martian Crater Segmentation at Semantic and Instance Levels Using U-Net-Based Convolutional Neural Network
by: Dong Chen, et al.
Published: (2023-01-01)

Brain tumour segmentation using U-Net based fully convolutional networks and extremely randomized trees
by: Hai Thanh Le, et al.
Published: (2018-09-01)

Use of U-Net Convolutional Neural Networks for Automated Segmentation of Fecal Material for Objective Evaluation of Bowel Preparation Quality in Colonoscopy
by: Yen-Po Wang, et al.
Published: (2022-03-01)

OCT layer segmentation using U-NET semantic segmentation and RESNET34 encoder-decoder
by: K. Yojana, et al.
Published: (2023-10-01)

Segmentation of diabetic retinopathy images using deep feature fused residual with U-Net
by: Meshal Alharbi, et al.
Published: (2023-11-01)

Match Feature U-Net: Dynamic Receptive Field Networks for Biomedical Image Segmentation
by: Xiaofei Qin, et al.
Published: (2020-07-01)

Automated segmentation of vertebral cortex with 3D U-Net-based deep convolutional neural network
by: Yang Li, et al.
Published: (2022-09-01)

PSNet: Parallel-Convolution-Based U-Net for Crack Detection with Self-Gated Attention Block
by: Xiaohu Zhang, et al.
Published: (2023-08-01)

AResU-Net: Attention Residual U-Net for Brain Tumor Segmentation
by: Jianxin Zhang, et al.
Published: (2020-05-01)

Segmentation of Chest X-Ray Images Using U-Net Model
by: Mohammed Y. Kamil, et al.
Published: (2022-12-01)

An improved U-net based retinal vessel image segmentation method
by: Kan Ren, et al.
Published: (2022-10-01)

TransU²-Net: An Effective Medical Image Segmentation Framework Based on Transformer and U²-Net
by: Xiang Li, et al.
Published: (2023-01-01)

Brain tumour segmentation based on an improved U-Net
by: Ping Zheng, et al.
Published: (2022-11-01)

Arsitektur U-Net pada Segmentasi Citra Hati sebagai Deteksi Dini Kanker Liver
by: Therezia Naraloka, et al.
Published: (2022-11-01)