Maturity detection and counting of blueberries in real orchards using a novel STF-YOLO model integrated with ByteTrack algorithm

Overall, these results suggest that the STF-YOLO integrated with the ByteTrack framework can accurately detect and count blueberries in orchards. This lays a solid foundation for the future development of automated blueberry harvesting machinery and improvements in harvest efficiency.

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Publication Details

Journal
Frontiers in Plant Science
Published
2025-11-27
DOI
https://doi.org/10.3389/fpls.2025.1682024
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Maturity detection and counting of blueberries in real orchards using a novel STF-YOLO model integrated with ByteTrack algorithm

Xing Xu, Zhenzhen Wang, Petr Skobelev, Yali Wang et al.
Frontiers in Plant Science
Smart Agriculture and AI
article

Maturity detection and counting of blueberries in real orchards using a novel STF-YOLO model integrated with ByteTrack algorithm

Xing Xu, Zhenzhen Wang, Petr Skobelev, Yali Wang, Na Wu, Yun Zhao, Jie Wu, Yanan Mi
article en

Abstract

Overall, these results suggest that the STF-YOLO integrated with the ByteTrack framework can accurately detect and count blueberries in orchards. This lays a solid foundation for the future development of automated blueberry harvesting machinery and improvements in harvest efficiency.

Frontiers in Plant ScienceVol. 16
Zhejiang University of Science and Technology (CN), Metso (Finland) (FI), Samara Federal Research Scientific Center (RU), Zhejiang Hospital (CN), Zhejiang Lab (CN)
Openalex Percentile: Top 73%
Smart Agriculture and AI
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