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用于稳健昆虫分类的越界检测算法【英文版】.pdf |
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英文标题:Out-of-distribution detection algorithms for robust insect classification中文摘要:本文研究了在农业领域应用昆虫识别和分类模型的难点,提出使用基于深度学习的算法进行准确性检测,并评估了目前基于最大软最大概率、马氏距离以及基于能量的三种 OOD 算法对昆虫识别分类器性能的影响。英文摘要:Deep learning-based approaches have produced models with good insectclassification accuracy; Most of these models are conducive for application incontrolled environmental conditions. One of the primary emphasis of researchersis to implement identification and classification models in the realagriculture fields, wh
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