Remote sensing mapping of Xinjiang cotton based on the theory of stable classification with limited sample

LAN Letao; HUANG Changping; ZHOU Junru; ZENG Rubing; ZHANG Ze; ZHANG Lifu

doi:10.11834/jrs.20266068

Forestry and Agriculture | Views:591Downloads:128CSCD:0

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Remote sensing mapping of Xinjiang cotton based on the theory of stable classification with limited sample
“Breakthroughs have been made in remote sensing mapping of cotton in Xinjiang. Based on the theory of limited sample stable classification, researchers have constructed sample sets and designed samples by adding geographic spatial constraints. The study explores the stability mechanism of cotton classification under limited sample conditions from two dimensions: minimum sample size and tolerance for erroneous samples. This provides a new theoretical basis and technical path for constructing a high-precision and timely cotton remote sensing mapping system in Xinjiang, where planting structures are complex and sample acquisition costs are high.”
- role：First author第一作者
- Affiliation：
  Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
  University of Chinese Academy of Sciences, Beijing 100049, China
- Email：lanletao23@mails.ucas.ac.cn
- Introduction：蓝乐淘，研究方向为高光谱遥感。E-mail：lanletao23@mails.ucas.ac.cn
LAN Letao
12 * ,
- role：Corresponding author通信作者
- Affiliation：
  Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
- Email：huangcp@aircas.ac.cn
- Introduction：黄长平，研究方向为高光谱遥感。E-mail：huangcp@aircas.ac.cn
HUANG Changping
1 * ,
- Affiliation：
  Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
  University of Chinese Academy of Sciences, Beijing 100049, China
ZHOU Junru
12 * ,
- Affiliation：
  Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
  University of Chinese Academy of Sciences, Beijing 100049, China
ZENG Rubing
12 * ,
- Affiliation：
  College of Agriculture/Xinjiang Production and Construction Corps Oasis Eco-Agriculture Key Laboratory, Shihezi University, Shihezi 832003, China
ZHANG Ze
3 * ,
- Affiliation：
  Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
ZHANG Lifu
1 *
Vol. 30, Issue 9, Pages: 2689-2700(2026)
DOI：10.11834/jrs.20266068
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Remote sensing mapping of Xinjiang cotton based on the theory of stable classification with limited sample

LAN Letao

HUANG Changping

ZHOU Junru

ZENG Rubing

ZHANG Ze

ZHANG Lifu

DOI：10.11834/jrs.20266068

AI Introduction

Full Text(HTML)

Figs( 43 ) Tabs( 4 )

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