Scale-Aware Neural Network for Semantic Segmentation of Multi-Resolution Remote Sensing Images

Scale-Aware Neural Network for Semantic Segmentation of Multi-Resolution Remote Sensing Images

Assigning geospatial objects with specific categories at the pixel level is a fundamental task in remote sensing image analysis. Along with the rapid development of sensor technologies, remotely sensed images can be captured at multiple spatial resolutions (MSR) with information content manifested a...

Full description

Bibliographic Details
Main Authors:	Libo Wang, Ce Zhang, Rui Li, Chenxi Duan, Xiaoliang Meng, Peter M. Atkinson
Format:	Article
Language:	English
Published:	MDPI AG 2021-12-01
Series:	Remote Sensing
Subjects:	deep convolutional neural network multiple spatial resolutions remote sensing scale-aware feature representation semantic segmentation
Online Access:	https://www.mdpi.com/2072-4292/13/24/5015

Similar Items

Multi-Field Context Fusion Network for Semantic Segmentation of High-Spatial-Resolution Remote Sensing Images
by: Xinran Du, et al.
Published: (2022-11-01)

Semantic Segmentation of Very-High-Resolution Remote Sensing Images via Deep Multi-Feature Learning
by: Yanzhou Su, et al.
Published: (2022-01-01)

Semantic Segmentation of High-Resolution Remote Sensing Images Based on Sparse Self-Attention and Feature Alignment
by: Li Sun, et al.
Published: (2023-03-01)

HA-MPPNet: Height Aware-Multi Path Parallel Network for High Spatial Resolution Remote Sensing Image Semantic Seg-Mentation
by: Suting Chen, et al.
Published: (2021-10-01)

FCAU-Net for the Semantic Segmentation of Fine-Resolution Remotely Sensed Images
by: Xuerui Niu, et al.
Published: (2022-01-01)

GLF-Net: A Semantic Segmentation Model Fusing Global and Local Features for High-Resolution Remote Sensing Images
by: Wanying Song, et al.
Published: (2023-09-01)

Edge Guidance Network for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Yue Ni, et al.
Published: (2023-01-01)

Combining Deep Semantic Segmentation Network and Graph Convolutional Neural Network for Semantic Segmentation of Remote Sensing Imagery
by: Song Ouyang, et al.
Published: (2020-12-01)

Semantic Segmentation of High-Resolution Remote Sensing Images with Improved U-Net Based on Transfer Learning
by: Hua Zhang, et al.
Published: (2023-11-01)

Precise Extraction of Buildings from High-Resolution Remote-Sensing Images Based on Semantic Edges and Segmentation
by: Liegang Xia, et al.
Published: (2021-08-01)

Class-Wise Fully Convolutional Network for Semantic Segmentation of Remote Sensing Images
by: Tian Tian, et al.
Published: (2021-08-01)

Research Review of Image Semantic Segmentation Method in High-Resolution Remote Sensing Image Interpretation
by: MA Yan, Gulimila·Kezierbieke
Published: (2023-07-01)

Semi-Supervised Remote Sensing Image Semantic Segmentation Method Based on Deep Learning
by: Linhui Li, et al.
Published: (2023-01-01)

Shallow-Guided Transformer for Semantic Segmentation of Hyperspectral Remote Sensing Imagery
by: Yuhan Chen, et al.
Published: (2023-06-01)

Boundary-Aware Dual-Stream Network for VHR Remote Sensing Images Semantic Segmentation
by: Zhixian Nong, et al.
Published: (2021-01-01)

BIBED-Seg: Block-in-Block Edge Detection Network for Guiding Semantic Segmentation Task of High-Resolution Remote Sensing Images
by: Baikai Sui, et al.
Published: (2023-01-01)

Context-Driven Feature-Focusing Network for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Xiaowei Tan, et al.
Published: (2023-02-01)

MFTransNet: A Multi-Modal Fusion with CNN-Transformer Network for Semantic Segmentation of HSR Remote Sensing Images
by: Shumeng He, et al.
Published: (2023-02-01)

TCNet: Multiscale Fusion of Transformer and CNN for Semantic Segmentation of Remote Sensing Images
by: Xuyang Xiang, et al.
Published: (2024-01-01)

Multiscale Feature Weighted-Aggregating and Boundary Enhancement Network for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Yingying Zhao, et al.
Published: (2022-01-01)

MSNet: multispectral semantic segmentation network for remote sensing images
by: Chongxin Tao, et al.
Published: (2022-12-01)

HRCNet: High-Resolution Context Extraction Network for Semantic Segmentation of Remote Sensing Images
by: Zhiyong Xu, et al.
Published: (2020-12-01)

Tradeoffs between UAS Spatial Resolution and Accuracy for Deep Learning Semantic Segmentation Applied to Wetland Vegetation Species Mapping
by: Troy M. Saltiel, et al.
Published: (2022-06-01)

SSNet: A Novel Transformer and CNN Hybrid Network for Remote Sensing Semantic Segmentation
by: Min Yao, et al.
Published: (2024-01-01)

Convolution Feature Inference-Based Semantic Understanding Method for Remote Sensing Images of Mangrove Forests
by: Shulei Wu, et al.
Published: (2023-02-01)

Gaussian Dynamic Convolution for Semantic Segmentation in Remote Sensing Images
by: Mingzhe Feng, et al.
Published: (2022-11-01)

BES-Net: Boundary Enhancing Semantic Context Network for High-Resolution Image Semantic Segmentation
by: Fenglei Chen, et al.
Published: (2022-03-01)

Semantic segmentation for remote sensing images based on an AD-HRNet model
by: Xue Yang, et al.
Published: (2022-12-01)

An Object-Based Markov Random Field with Partition-Global Alternately Updated for Semantic Segmentation of High Spatial Resolution Remote Sensing Image
by: Hongtai Yao, et al.
Published: (2021-12-01)

SPANet: Spatial Adaptive Convolution Based Content-Aware Network for Aerial Image Semantic Segmentation
by: Jianlong Hou, et al.
Published: (2023-01-01)

Combining Deep Semantic Edge and Object Segmentation for Large-Scale Roof-Part Polygon Extraction from Ultrahigh-Resolution Aerial Imagery
by: Wouter A. J. Van den Broeck, et al.
Published: (2022-09-01)

Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images
by: Libo Wang, et al.
Published: (2021-08-01)

A Stage-Adaptive Selective Network with Position Awareness for Semantic Segmentation of LULC Remote Sensing Images
by: Wei Zheng, et al.
Published: (2023-05-01)

A Dual Network for Super-Resolution and Semantic Segmentation of Sentinel-2 Imagery
by: Saüc Abadal, et al.
Published: (2021-11-01)

SDFCNv2: An Improved FCN Framework for Remote Sensing Images Semantic Segmentation
by: Guanzhou Chen, et al.
Published: (2021-12-01)

We Need to Communicate: Communicating Attention Network for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Xichen Meng, et al.
Published: (2023-07-01)

Global Multi-Attention UResNeXt for Semantic Segmentation of High-Resolution Remote Sensing Images
by: Zhong Chen, et al.
Published: (2023-03-01)

Semantic segmentation of high-resolution remote sensing images using fully convolutional network with adaptive threshold
by: Zhihuan Wu, et al.
Published: (2019-04-01)

DNAS: Decoupling Neural Architecture Search for High-Resolution Remote Sensing Image Semantic Segmentation
by: Yu Wang, et al.
Published: (2022-08-01)

Detail Guided Multilateral Segmentation Network for Real-Time Semantic Segmentation
by: Qunyan Jiang, et al.
Published: (2022-10-01)