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论文

作物视觉感知与植物生物信息研究。论文、开源代码及在线工具。

2026论文 / PUBLICATIONS

Smart Agricultural Technology · 2026 · 15 · 102611

TaxoSeg：基于结构化语义原型的分类体系感知作物病害分割

Erkun Zhang, Jiaxin Cheng, Zhenghao Zhang, Kaiyuan Wang, Zhiyong Ding, Yuanyuan Liu, Jianwei Tang, Gensheng Dou, Zhen Chen.

针对相似症状与复杂田间背景下的病害识别问题，TaxoSeg 将作物与病害的分类结构融入语义分割。结构化语义原型、作物上下文和症状描述共同引导病害类别判断与病斑定位。

论文原文开源代码

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引用信息

@article{taxoseg2026,
  title = {TaxoSeg: Taxonomy-aware crop disease segmentation via structured semantic prototypes},
  author = {Erkun Zhang and Jiaxin Cheng and Zhenghao Zhang and Kaiyuan Wang and Zhiyong Ding and Yuanyuan Liu and Jianwei Tang and Gensheng Dou and Zhen Chen},
  journal = {Smart Agricultural Technology},
  year = {2026},
  volume = {15},
  pages = {102611},
  doi = {10.1016/j.atech.2026.102611}
}

Molecular Plant · 2026 · 19(10) · 1979–1995

PlantPTM：融合蛋白质语言模型与多视图特征的植物多类型翻译后修饰位点预测深度学习框架

Gensheng Dou, Kaiyuan Wang, Zhaohui Qin, Min Zhang, Wentian Zhang, Chunbo Miao, Junzhou Li, Zhen Chen.

PlantPTM 面向植物蛋白质多类型翻译后修饰位点预测，融合蛋白质语言模型与多视图特征，从序列中提取互补信息，为植物蛋白功能分析提供计算方法。

论文原文开源代码在线预测平台

下载 BibTeX ↓

引用信息

@article{plantptm2026,
  title = {PlantPTM: A deep-learning framework integrating protein language models with multi-view features for predicting diverse post-translational modification sites in plants},
  author = {Gensheng Dou and Kaiyuan Wang and Zhaohui Qin and Min Zhang and Wentian Zhang and Chunbo Miao and Junzhou Li and Zhen Chen},
  journal = {Molecular Plant},
  year = {2026},
  volume = {19},
  number = {10},
  pages = {1979--1995},
  doi = {10.1016/j.molp.2026.08.002}
}

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