CTDA: an accurate and efficient cherry tomato detection algorithm in complex environments

Experimental results validate the effectiveness of the CTDA model in cherry tomato detection under complex environments. While improving detection accuracy, the model also enhances adaptability to lighting variations, occlusion, and dense small target scenarios, and can be deployed on edge devices for rapid detection, providing strong support for automated cherry tomato picking.

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Publication Details

Journal
Frontiers in Plant Science
Published
2025-03-13
DOI
https://doi.org/10.3389/fpls.2025.1492110
Citations
4
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
7.00
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article

CTDA: an accurate and efficient cherry tomato detection algorithm in complex environments

Zhonglong Lin, Guoqiang Wang, Xiangjun Zou, Xiaojuan Li et al.
4 citations
Frontiers in Plant Science
Smart Agriculture and AI
7.00
article

CTDA: an accurate and efficient cherry tomato detection algorithm in complex environments

Zhonglong Lin, Guoqiang Wang, Xiangjun Zou, Xiaojuan Li, Zhi Liang, Caihong Zhang
article en
4 citations

Abstract

Experimental results validate the effectiveness of the CTDA model in cherry tomato detection under complex environments. While improving detection accuracy, the model also enhances adaptability to lighting variations, occlusion, and dense small target scenarios, and can be deployed on edge devices for rapid detection, providing strong support for automated cherry tomato picking.

Frontiers in Plant ScienceVol. 16
Xinjiang Academy of Agricultural Sciences (CN), Xinjiang University (CN)
Openalex Percentile: Top 4%
Smart Agriculture and AI
7.00
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