Insect pests are a major global factor affecting agricultural crop productivity and quality. Rapid and precise insect pest detection is crucial for improving handling and prediction techniques. There are several methods for pest detection and classification tasks; still, the inaccurate detection, computation complexity and several other challenges affect the performance of the model.

中文翻译：

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一种用于害虫分类的有效分割和基于注意力的爬行动物残留胶囊自动编码器

害虫是影响农作物生产力和质量的主要全球因素。快速、精确的害虫检测对于改进处理和预测技术至关重要。害虫检测和分类任务有多种方法；尽管如此，不准确的检测、计算复杂性和其他一些挑战仍然影响着模型的性能。