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Pest image recognition algorithm based on joint adversarial transfer learning

delete2026-04-25
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PRE
AI
H
Huihui Sun
R
Rui-Feng Wang
R
Runxiang Yu *
Y
Yeguo Sun
DOI:10.1016/j.measurement.2026.121620delete
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Abstract

Abstract

En 中文
• A transfer-learning-oriented pest dataset (Pest-TL) with 20 agricultural and forestry pest categories is constructed. • A joint adversarial transfer learning framework is proposed for robust cross-domain pest image recognition. • A center-aware constraint is introduced to enhance discriminative feature learning under domain shifts. • A correlation alignment constraint is designed to reduce cross-domain feature distribution discrepancies.
Keywords:
pest image recognition
transfer learning
adversarial learning
domain adaptation
feature extraction

Journal

Measurement cover
Measurement
IF:
5.6
Papers:
2.0W
Citations:
5.4W

Organization

U
university of emergency management
Scholars:
494
Papers: 172
Citations: 0
U
university of florida
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Papers: 2.8K
Citations: 1
H
Huainan Normal University
Scholars:
1.2K
Papers: 672
Citations: 543
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