Figure - PMC

Skip to main content

An official website of the United States government

Here's how you know

Here's how you know

Official websites use .gov
A .gov website belongs to an official government organization in the United States.

Secure .gov websites use HTTPS
A lock ( ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites.

View full-text article in PMC

. 2026 Feb 10;17:1747657. doi: 10.3389/fpls.2026.1747657

Search in PMC
Search in PubMed
View in NLM Catalog
Add to search

Copyright © 2026 Wang, Cao, Luo, Huang, Nie, Zhang, Lu, Cui, An and She.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

PMC Copyright notice

This figure demonstrates a comparative analysis of aerial imagery of farmland processed through various semantic segmentation models. From left to right, the images represent: the original image, FCN, DeeplabV3+, UNet, and SE-UNet segmentation results. The red boxes highlight areas of missed and redundant detections within each model's segmentation output, providing a visual comparison of algorithmic performance in crop identification tasks. — Data collection and processing, model construction and analysis flowchart.