Articles with "image augmentation" as a keyword



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GAN-Based Image Augmentation for Finger-Vein Biometric Recognition

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Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2960411

Abstract: Deep learning methods, and especially convolutional neural networks (CNNs), have made a considerable breakthrough in various fields of machine vision, basically by employing large-scale labeled databases. However, deep learning methods applied in finger-vein area are… read more here.

Keywords: image augmentation; finger vein; finger; cnn ... See more keywords
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Review of Image Augmentation Used in Deep Learning-Based Material Microscopic Image Segmentation

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Published in 2023 at "Applied Sciences"

DOI: 10.3390/app13116478

Abstract: The deep learning-based image segmentation approach has evolved into the mainstream of target detection and shape characterization in microscopic image analysis. However, the accuracy and generalizability of deep learning approaches are still hindered by the… read more here.

Keywords: image augmentation; image segmentation; augmentation; image ... See more keywords
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Hyperparameter Tuning and Automatic Image Augmentation for Deep Learning-Based Angle Classification on Intraoral Photographs—A Retrospective Study

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Published in 2022 at "Diagnostics"

DOI: 10.3390/diagnostics12071526

Abstract: We aimed to assess the effects of hyperparameter tuning and automatic image augmentation for deep learning-based classification of orthodontic photographs along the Angle classes. Our dataset consisted of 605 images of Angle class I, 1038… read more here.

Keywords: image augmentation; automatic image; classification; deep learning ... See more keywords