User-Guided Data Expansion Modeling to Train Deep Neural Networks With Little Supervision
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3201437
Abstract: Image segmentation is a challenging and essential task in remote sensing. Deep neural networks (DNNs) have successfully segmented images from different domains, but the models usually require time-consuming and expensive pixel-level data annotation. In this… read more here.
Keywords: neural networks; guided data; deep neural; data expansion ... See more keywords
Intelligent data expansion approach of vibration gray texture images of rolling bearing based on improved WGAN-GP
Sign Up to like & getrecommendations! Published in 2022 at "Advances in Mechanical Engineering"
DOI: 10.1177/16878132221086132
Abstract: Rolling bearing is one of the components with the high fault rate for rotating machinery. Big data-based deep learning is a hot topic in the field of bearing fault diagnosis. However, it is difficult to… read more here.
Keywords: expansion approach; gray texture; rolling bearing; data expansion ... See more keywords
Recognition of Underwater Engineering Structures Using CNN Models and Data Expansion on Side-Scan Sonar Images
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Marine Science and Engineering"
DOI: 10.3390/jmse13030424
Abstract: Side-scan sonar (SSS) is a critical tool in marine geophysical exploration, enabling the detection of seabed structures and geological phenomena. However, the manual interpretation of SSS images is time-consuming and relies heavily on expertise, limiting… read more here.
Keywords: underwater engineering; scan sonar; engineering; side scan ... See more keywords