MLGNet: Multi-Task Learning Network with Attention-Guided Mechanism for Segmenting Agricultural Fields

MLGNet: Multi-Task Learning Network with Attention-Guided Mechanism for Segmenting Agricultural Fields

The implementation of precise agricultural fields can drive the intelligent development of agricultural production, and high-resolution remote sensing images provide convenience for obtaining precise fields. With the advancement of spatial resolution, the complexity and heterogeneity of land feature...

Full description

Bibliographic Details
Main Authors:	Weiran Luo, Chengcai Zhang, Ying Li, Yaning Yan
Format:	Article
Language:	English
Published:	MDPI AG 2023-08-01
Series:	Remote Sensing
Subjects:	agricultural fields remote sensing images multi-task learning edge detection semantic segmentation
Online Access:	https://www.mdpi.com/2072-4292/15/16/3934

Similar Items

MQANet: Multi-Task Quadruple Attention Network of Multi-Object Semantic Segmentation from Remote Sensing Images
by: Yuxia Li, et al.
Published: (2022-12-01)

Remote Sensing Image Semantic Segmentation Based on Edge Information Guidance
by: Chu He, et al.
Published: (2020-05-01)

Weed–Crop Segmentation in Drone Images with a Novel Encoder–Decoder Framework Enhanced via Attention Modules
by: Sultan Daud Khan, et al.
Published: (2023-12-01)

MDSNet: a multiscale decoupled supervision network for semantic segmentation of remote sensing images
by: Jiangfan Feng, et al.
Published: (2023-12-01)

Edge-Enhanced GCIFFNet: A Multiclass Semantic Segmentation Network Based on Edge Enhancement and Multiscale Attention Mechanism
by: Long Chen, et al.
Published: (2024-01-01)

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

Multielement-Feature-Based Hierarchical Context Integration Network for Remote Sensing Image Segmentation
by: Yunsong Yang, et al.
Published: (2024-01-01)

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)

Category attention guided network for semantic segmentation of Fine-Resolution remote sensing images
by: Shunli Wang, et al.
Published: (2024-03-01)

ACTNet: A Dual-Attention Adapter with a CNN-Transformer Network for the Semantic Segmentation of Remote Sensing Imagery
by: Zheng Zhang, et al.
Published: (2023-04-01)

Attentively Learning Edge Distributions for Semantic Segmentation of Remote Sensing Imagery
by: Xin Li, et al.
Published: (2021-12-01)

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)

Uncertainty-Guided Segmentation Network for Geospatial Object Segmentation
by: Hongyu Jia, et al.
Published: (2024-01-01)

SGA-Net: Self-Constructing Graph Attention Neural Network for Semantic Segmentation of Remote Sensing Images
by: Wenjie Zi, et al.
Published: (2021-10-01)

High-Resolution Remote Sensing Image Semantic Segmentation via Multiscale Context and Linear Self-Attention
by: Peng Yin, et al.
Published: (2022-01-01)

Feature Guide Network With Context Aggregation Pyramid for Remote Sensing Image Segmentation
by: Jiaojiao Li, et al.
Published: (2022-01-01)

Efficient Transformer for Remote Sensing Image Segmentation
by: Zhiyong Xu, et al.
Published: (2021-09-01)

Multi-Attention-Based Semantic Segmentation Network for Land Cover Remote Sensing Images
by: Jintong Jia, et al.
Published: (2023-03-01)

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)

Image Semantic Segmentation Fusion of Edge Detection and AFF Attention Mechanism
by: Yijie Jiao, et al.
Published: (2022-11-01)

Remote Sensing Image Segmentation of Mariculture Cage Using Ensemble Learning Strategy
by: Lewei Xu, et al.
Published: (2022-08-01)

CCTNet: Coupled CNN and Transformer Network for Crop Segmentation of Remote Sensing Images
by: Hong Wang, et al.
Published: (2022-04-01)

Attention Guided Encoder-Decoder Network With Multi-Scale Context Aggregation for Land Cover Segmentation
by: Shuyang Wang, et al.
Published: (2020-01-01)

Semantic Segmentation of Aerial Imagery via Split-Attention Networks with Disentangled Nonlocal and Edge Supervision
by: Cheng Zhang, et al.
Published: (2021-03-01)

Multi-Swin Mask Transformer for Instance Segmentation of Agricultural Field Extraction
by: Bo Zhong, et al.
Published: (2023-01-01)

MAFF-HRNet: Multi-Attention Feature Fusion HRNet for Building Segmentation in Remote Sensing Images
by: Zhihao Che, et al.
Published: (2023-02-01)

Empirical Study of Multi-Task Hourglass Model for Semantic Segmentation Task
by: Darwin Saire, et al.
Published: (2021-01-01)

A Method of Crop Seedling Plant Segmentation on Edge Information Fusion Model
by: Xin Zuo, et al.
Published: (2022-01-01)

Edge Guided Context Aggregation Network for Semantic Segmentation of Remote Sensing Imagery
by: Zhiqiang Liu, et al.
Published: (2022-03-01)

CTMU-Net: An Improved U-Net for Semantic Segmentation of Remote-Sensing Images Based on the Combined Attention Mechanism
by: Yuanjun Li, et al.
Published: (2023-01-01)

MSFANet: Multiscale Fusion Attention Network for Road Segmentation of Multispectral Remote Sensing Data
by: Zhonggui Tong, et al.
Published: (2023-04-01)

Boundary Delineation of Agricultural Fields in Multitemporal Satellite Imagery
by: Heather C. North, et al.
Published: (2019-01-01)

MeViT: A Medium-Resolution Vision Transformer for Semantic Segmentation on Landsat Satellite Imagery for Agriculture in Thailand
by: Teerapong Panboonyuen, et al.
Published: (2023-10-01)

FURSformer: Semantic Segmentation Network for Remote Sensing Images with Fused Heterogeneous Features
by: Zehua Zhang, et al.
Published: (2023-07-01)

Controllable Fused Semantic Segmentation with Adaptive Edge Loss for Remote Sensing Parsing
by: Xudong Sun, et al.
Published: (2022-01-01)

Transformer-Based Model with Dynamic Attention Pyramid Head for Semantic Segmentation of VHR Remote Sensing Imagery
by: Yufen Xu, et al.
Published: (2022-11-01)

Affiliated Fusion Conditional Random Field for Urban UAV Image Semantic Segmentation
by: Yingying Kong, et al.
Published: (2020-02-01)

Hybrid Attention Fusion Embedded in Transformer for Remote Sensing Image Semantic Segmentation
by: Yan Chen, et al.
Published: (2024-01-01)

Crop field extraction from high resolution remote sensing images based on semantic edges and spatial structure map
by: Liegang Xia, et al.
Published: (2024-01-01)