Plug-and-play high-frequency feature enhancement for plant image super-resolution

The proposed HF-FE module provides a flexible and effective enhancement strategy for plant image SR. By improving the fidelity of reconstructed plant imagery, it supports more accurate visualization and analysis, offering a methodological advancement that contributes to intelligent plant sensing, supports digital agriculture, and facilitates sustainable crop management.

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Publication Details

Journal
Frontiers in Plant Science
Published
2025-11-25
DOI
https://doi.org/10.3389/fpls.2025.1723354
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
0.00

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article

Plug-and-play high-frequency feature enhancement for plant image super-resolution

Xiaoli Zhu, Bin Qiu, Ling Xu
Frontiers in Plant Science
Smart Agriculture and AI
article

Plug-and-play high-frequency feature enhancement for plant image super-resolution

Xiaoli Zhu, Bin Qiu, Ling Xu
article en

Abstract

The proposed HF-FE module provides a flexible and effective enhancement strategy for plant image SR. By improving the fidelity of reconstructed plant imagery, it supports more accurate visualization and analysis, offering a methodological advancement that contributes to intelligent plant sensing, supports digital agriculture, and facilitates sustainable crop management.

Frontiers in Plant ScienceVol. 16
Tongji University (CN), Guangdong Police College (CN)
Tongji University
Openalex Percentile: Top 73%
Smart Agriculture and AI
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