A brief survey on semantic segmentation with deep learning

S Hao, Y Zhou, Y Guo - Neurocomputing, 2020 - Elsevier
… has been greatly improved by using deep learning … efforts on deep-learning-based semantic
segmentation methods. We … of semantic segmentation research in the deep learning era. …

Understanding deep learning techniques for image segmentation

S Ghosh, N Das, I Das, U Maulik - ACM computing surveys (CSUR), 2019 - dl.acm.org
… [53] lists a variety of deep learning–based segmentation techniques. They have tabulated …
of some of the best image segmentation techniques using deep learning, whereas our focus is …

A review of deep learning methods for semantic segmentation of remote sensing imagery

X Yuan, J Shi, L Gu - Expert Systems with Applications, 2021 - Elsevier
semantic segmentation and present their network structures and key ideas. This section
also … deep learning architectures that are not directly applicable to semantic segmentation

A brief survey and an application of semantic image segmentation for autonomous driving

Ç Kaymak, A Uçar - Handbook of deep learning applications, 2019 - Springer
… In this paper, general information about the deep learning approach which is attracted …
machine learning is given in recent years and an application about semantic image segmentation

[HTML][HTML] Smallholder crop area mapped with a semantic segmentation deep learning method

Z Du, J Yang, C Ou, T Zhang - Remote Sensing, 2019 - mdpi.com
segmentation network technique, are effective methods to automatically discover relevant …
get better image classification results. In this study, we exploited deep semantic segmentation

Semantic segmentation of PolSAR image data using advanced deep learning model

R Garg, A Kumar, N Bansal, M Prateek, S Kumar - Scientific reports, 2021 - nature.com
… the data as per requirements, advanced deep learning models are required that must be …
The objective of this work is the semantic segmentation of PolSAR data using a deep learning

Combining deep learning and ontology reasoning for remote sensing image semantic segmentation

Y Li, S Ouyang, Y Zhang - Knowledge-based systems, 2022 - Elsevier
deep learning and knowledge-guided ontology reasoning for RS image semantic segmentation,
… It not only adopts the DSSN to learn the low-level and mid-level cues from RS images, …

Deep hierarchical semantic segmentation

L Li, T Zhou, W Wang, J Li… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
… behind many structured machine learning models [20, 85], … semantic segmentation literature,
surprisingly little is understood about how to accommodate pixel recognition into semantic

Rethinking bisenet for real-time semantic segmentation

M Fan, S Lai, J Huang, X Wei, Z Chai… - Proceedings of the …, 2021 - openaccess.thecvf.com
Semantic segmentation is a classic and fundamental topic in … deep learning greatly promotes
the performance of semantic … For the final semantic segmentation prediction, we adopt …

Coarse-to-fine semantic segmentation from image-level labels

L Jing, Y Chen, Y Tian - IEEE transactions on image processing, 2019 - ieeexplore.ieee.org
… His current research focuses on computer vision and deep learning. … New York, since 2017.
His current research focuses on computer vision, deep learning, semantic segmentation, and …