交叉模式和对比优化,以解释掠食性和寄生虫昆虫的多模式识别
Mingyu Liu1,2, Liuxin Wang1, Ruihao Jia1
1China Agricultural University, Beijing 100083, China.
Insects
|December 30, 2025
概括
一个新的AI框架 (MAVC-XAI) 准确地使用视觉和声学数据识别农业中的自然敌人,改善害虫管理和生态平衡. 这个系统为更聪明的农业实践提供了可解释的见解.
科学领域:
- 农业科学 农业科学
- 人工智能的人工智能
- 生态生态学 生态生态学
背景情况:
- 传统的害虫识别与环境变化 (如照明和遮蔽) 进行斗争.
- 准确识别自然敌人对于生态平衡和农业害虫抑制至关重要.
研究的目的:
- 开发一个多式联运框架 (MAVC-XAI) 以提高在农业环境中的自然敌人识别和生态解释.
- 在复杂的现场条件下克服基于视觉的方法的局限性.
主要方法:
- 利用双分支的时空特征提取网络来获取视觉和声学信号.
- 实施了跨模式抽样注意力机制,以实现跨模式调整.
- 包含跨物种对比学习和可解释的生态可视化生成模块.
主要成果:
- MAVC-XAI实现了高性能指标:0.938准确度,0.932精度,0.927回忆,0.929F1得分,0.872mAP@50,以及97.8%的Top-5识别.
- 超越单模和现有的多模基线模型的性能.
- 废除研究证实了注意力和对比学习模块的有效性.
结论:
- 在具有挑战性的生态条件下,MAVC-XAI框架能够高精度识别自然敌人.
- 为人工智能驱动的生态害虫管理和粮食安全监测提供了一个可解释的基础.
相关概念视频
Predator-Prey Interactions
20.9K
Predators consume prey for energy. Predators that acquire prey and prey that avoid predation both increase their chances of survival and reproduction (i.e., fitness). Routine predator-prey interactions elicit mutual adaptations that improve predator offenses, such as claws, teeth, and speed, as well as prey defenses, including crypsis, aposematism, and mimicry. Thus, predator-prey interactions resemble an evolutionary arms race.
20.9K
Osmoregulation in Insects
17.4K
Malpighian tubules are specialized structures found in the digestive systems of many arthropods, including most insects, that handle excretion and osmoregulation. The tubules are typically arranged in pairs and have a convoluted structure that increases their surface area.
17.4K
Symbiosis
36.8K
Symbiotic relationships are long-term, close interactions between individuals of different species that affect the distribution and abundance of those species. When a relationship is beneficial to both species, this is called mutualism. When the relationship is beneficial to one species but neither beneficial nor harmful to the other species, this is called commensalism. When one organism is harmed to benefit another, the relationship is known as parasitism. These types of relationships often...
36.8K
Frequency-dependent Selection
23.0K
When the fitness of a trait is influenced by how common it is (i.e., its frequency) relative to different traits within a population, this is referred to as frequency-dependent selection. Frequency-dependent selection may occur between species or within a single species. This type of selection can either be positive—with more common phenotypes having higher fitness—or negative, with rarer phenotypes conferring increased fitness.
23.0K


