Using a semantic edge-aware multi-task neural network to delineate agricultural parcels from remote sensing images

M Li, J Long, A Stein, X Wang - ISPRS journal of photogrammetry and …, 2023 - Elsevier
This paper presents a semantic edge-aware multi-task neural network (SEANet) to obtain
closed boundaries when delineating agricultural parcels from remote sensing images. It …

Delineation of cultivated land parcels based on deep convolutional networks and geographical thematic scene division of remotely sensed images

L Xu, D Ming, T Du, Y Chen, D Dong, C Zhou - Computers and Electronics …, 2022 - Elsevier
Extraction of cultivated land information from high spatial resolution remote sensing images
is increasingly becoming an important approach to digitization and informatization in …

Hierarchical extraction of cropland boundaries using Sentinel-2 time-series data in fragmented agricultural landscapes

W Song, C Wang, T Dong, Z Wang, C Wang… - … and Electronics in …, 2023 - Elsevier
Accurately extracting cropland field parcels from satellite data in fragmented agricultural
landscapes presents huge challenges due to small field sizes and irregular field shapes …

Fakd: Feature augmented knowledge distillation for semantic segmentation

J Yuan, MH Phan, L Liu, Y Liu - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
In this work, we explore data augmentations for knowledge distillation on semantic
segmentation. Due the capacity gap, small-sized student networks struggle to discover the …

Segmentation of vegetation and microplots in aerial agriculture images: A survey

S Mardanisamani, M Eramian - The Plant Phenome Journal, 2022 - Wiley Online Library
Because of the increasing global population, changing climate, and consumer demands for
safe, environmentally friendly, and high‐quality food, plant breeders strive for higher yield …

[HTML][HTML] Utilizing Dual-Stream Encoding and Transformer for Boundary-Aware Agricultural Parcel Extraction in Remote Sensing Images

W Xu, J Wang, C Wang, Z Li, J Zhang, H Su, S Wu - Remote Sensing, 2024 - mdpi.com
The accurate extraction of agricultural parcels from remote sensing images is crucial for
advanced agricultural management and monitoring systems. Existing methods primarily …

Remote and proximal sensing: How far has it come to help plant breeders?

M Yoosefzadeh-Najafabadi, KD Singh, A Pourreza… - Advances in …, 2023 - Elsevier
Global agriculture production needs to be well-positioned to feed the fast-growing world
population. Plant breeders increase overall plant performance to meet the global food …

A large-scale VHR parcel dataset and a novel hierarchical semantic boundary-guided network for agricultural parcel delineation

H Zhao, B Wu, M Zhang, J Long, F Tian, Y ** in-field and farm-scale anomalies using widely …
L Castillo-Villamor, A Hardy, P Bunting… - International journal of …, 2021 - Elsevier
To feed the world increasing population, expansion in the area under arable cultivation is
expected, with the majority projected to occur in Sub-Sahara Africa and Latin American …

[HTML][HTML] A fully convolutional neural network model combined with a Hough transform to extract crop breeding field plots from UAV images

X Han, M Zhou, C Guo, H Ai, T Li, W Li, X Zhang… - International Journal of …, 2024 - Elsevier
High-throughput phenotypic analysis plays an increasingly important role in crop breeding.
In such research, the breeder usually establishes hundreds to thousands of plots, with each …