A Patch-Level Data Synthesis Pipeline Enhances Species-Level Crop and Weed Segmentation in Natural Agricultural Scenes

A Patch-Level Data Synthesis Pipeline Enhances Species-Level Crop and Weed Segmentation in Natural Agricultural Scenes

Species-level crop and weed semantic segmentation in agricultural field images enables plant identification and enhanced precision weed management. However, the scarcity of labeled data poses significant challenges for model development. Here, we report a patch-level synthetic data generation pipeli...

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Bibliographic Details
Main Authors: Tang Li, James Burridge, Pieter M. Blok, Wei Guo
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Agriculture
Subjects:
data synthesis
data augmentation
generative model
semantic segmentation
precision weed management
Online Access:https://www.mdpi.com/2077-0472/15/2/138
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