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基于改进Faster R-CNN模型的水果分类识别 被引量:1
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作者 贾艳平 桑妍丽 李月茹 《食品与机械》 CSCD 北大核心 2023年第8期129-135,共7页
目的:提高水果类别识别准确率。方法:基于改进Faster R-CNN模型建立水果识别方法。使用正则化方法对高维参数进行权重衰减,以有效解决训练过程中可能出现的过拟合问题;在Faster R-CNN框架中添加两个损失函数:一个似然函数和一个正则化函... 目的:提高水果类别识别准确率。方法:基于改进Faster R-CNN模型建立水果识别方法。使用正则化方法对高维参数进行权重衰减,以有效解决训练过程中可能出现的过拟合问题;在Faster R-CNN框架中添加两个损失函数:一个似然函数和一个正则化函数,以优化卷积层和池化层;以最小二乘法求解水果识别的目标函数;利用准确率、回召率、精度和F1分数对训练好的水果识别方法进行水果识别效果评估。结果:所提出的方法对水果识别的准确率、精度和回召率达到99.69%,0.9968,0.9948;与其他8种水果识别方法相比,所提出方法对水果识别的准确率、精度和回召率至少提高了0.91%,1.32%,0.51%。结论:该方法可准确识别水果种类。 展开更多
关键词 水果 识别方法 Faster R-CNN 损失函数
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Vegetation and climate changes during the last 8660 cal.a BP in central Mongolia,based on a high-resolution pollen record from Lake Ugii Nuur 被引量:5
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作者 WANG Wei MA YuZhen +3 位作者 FENG ZhaoDong MENG HongWei sang yanli ZHAI XinWei 《Chinese Science Bulletin》 SCIE EI CAS 2009年第9期1579-1589,共11页
Based on modern pollen studies and reliable chronology of nine AMS 14C dates, a detailed history of vegetation and climate changes during the past 8660 cal. a BP was reconstructed by a high-resolution pollen record fr... Based on modern pollen studies and reliable chronology of nine AMS 14C dates, a detailed history of vegetation and climate changes during the past 8660 cal. a BP was reconstructed by a high-resolution pollen record from Ugii Nuur in central Mongolia. Poaceae-steppe dominated the study area and the climate was mild and semi-humid before 7800 cal. a BP with a noticeable cool and humid interval at 8350―8250 cal. a BP. Xerophytic plant increased and the climate became warm and dry gradually since 7800 cal. a BP. From 6860 to 3170 cal. a BP, semi-desert steppe expanded, suggesting a prolonged warm and dry climate. Between 3170 and 2340 cal. a BP, regional forest steppe expanded whereas semi-desert steppe retreated, indicating the climate became cool and wet gradually and the humidity reached the maximum at the end of this stage. From 2340 to 1600 cal. a BP, a general cool and wet climate prevailed. And the climatic instability increased after 1600 cal. a BP. Review of regional pub-lished palaeoclimatic records implies that the mid-Holocene dry climate might have prevailed in vast areas from central Mongolia to arid areas of northwest China. Pollen-based climate reconstruction for UG04 core was well correlated with the result of climate model on Central Asia by Bush. In addition, several abrupt climatic events (cool and wet) were found and some could be broadly compared with the cool events in Atlantic. 展开更多
关键词 气候变化 花粉记录 UGII BP 蒙古 植被 基础 荒漠草原
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