Citrus psyllid is the only insect vector of citrus Huanglongbing (HLB), which is the most destructive disease in the citrus industry.

柑橘木虱是传播柑橘黄龙病（HLB）的唯一昆虫媒介，而黄龙病是柑橘产业中最具破坏性的病害。

There is no effective treatment for HLB, so detecting citrus psyllids as soon as possible is the key prevention measure for citrus HLB.

HLB尚无有效治疗方法，因此尽早检测柑橘木虱成为预防柑橘黄龙病的关键措施。

It is time-consuming and laborious to search for citrus psyllids through artificial patrol, which is inconvenient for the management of citrus orchards.

通过人工巡查搜寻柑橘木虱既耗时又费力，给柑橘园的管理带来了不便。

The results show that the improved cascade R-CNN algorithm after training has an average recognition accuracy of 88.78% for citrus psyllids.

结果，过训练后的改进型级联R-CNN算法对柑橘木虱的平均识别准确率达到88.78%。

Pelz-Stelinski said it may take as long as five years to come up with a way to make the psyllid bug free of the dangerous bacteria.

佩雷兹? 斯特林斯基示可能需要长达5年的时间才能想出一个办法让木虱虫危险的细菌不再具有威胁。

The citrus psyllid is small in shape and gray in color, similar to the stem, stump, and withered part of the leaves, leading to difficulty for the traditional target detection algorithm to achieve a good recognition effect.

柑橘木虱体型小、颜色灰，与枝干、叶梗和枯萎的叶片部分相似，导致传统目标检测算法难以实现良好的识别效果。