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基于数据集优化标记DeepLabCut女性人脸轮廓提取方法
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作者 杨帆 刘桂雄 黄坚 《激光杂志》 北大核心 2019年第10期40-44,共5页
人脸轮廓提取应用广泛,研究一种用于完成人脸轮廓提取的数据集标记方案,提出基于关键点识别深度卷积网络DeepLabCut的人脸轮廓提取方法。首先对女性平均人脸轮廓进行曲率分析,将人脸轮廓划分成3个部分,设计出分配方案并实验,获得较优分... 人脸轮廓提取应用广泛,研究一种用于完成人脸轮廓提取的数据集标记方案,提出基于关键点识别深度卷积网络DeepLabCut的人脸轮廓提取方法。首先对女性平均人脸轮廓进行曲率分析,将人脸轮廓划分成3个部分,设计出分配方案并实验,获得较优分配布点方法;进一步分析人脸轮廓提取评价指标平均IOU与标定点数关系,得到30个标记点数即可满足要求;应用优化的标记方案标记指定小样本数据集,对DeepLabCut进行迁移学习,获得得到轮廓提取方法所采用的模型;实验结果表明本文方法比Niko软件包识别效果提高5. 5%。 展开更多
关键词 人脸轮廓提取 关键点识别 深度学习 卷积神经网络 Deeplabcut
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Economic and Technical Analysis of a Reverse-Osmosis Water Desalination Plant Using DEEP-3.2 Software 被引量:1
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作者 Ali AI-Karaghouli Larry Kazmerski 《Journal of Environmental Science and Engineering(A)》 2012年第3期318-328,共11页
Reverse osmosis (RO) is proved to be the most reliable, cost effective, and energy efficient in producing fresh water compared to other desalination technologies. It is the fastest-growing desalination technology wi... Reverse osmosis (RO) is proved to be the most reliable, cost effective, and energy efficient in producing fresh water compared to other desalination technologies. It is the fastest-growing desalination technology with a greater number of installations around the world. The economic and technical performance of a medium-capacity RO desalination plant (2,000 m^3/day) proposed to be installed in Umm Qasr city south of Basra, Iraq is analyzed using DEEP-3.2 software created by the International Atomic Energy Agency (IAEA). This port city is located on the Gulf shore and does not have any fresh water resources. The analysis shows that the cost of fresh water produced by this plant is US$0.986/m^3 with a good quality of fresh water (279 ppm), which is a reasonable price for this remote area. The analysis also shows an increase in water production cost of about 12% at increased electricity price from 0.06 to 0.1 US$/kWh, 53% when the seawater salinity increased from 35,000 to 45,000 ppm, 2.5% when the seawater temperature decreased from 33 ℃ to 20 ℃, and 0.71% when the interest rate increased from 0% to 5%. Pumping fresh water from the Basra purification plant (located 175 km north of Umm Qasr) is 22.16 times the cost and 236.7% poorer quality than the fresh water produced by the RO plant. 展开更多
关键词 Water desalination reverse osmosis deep-3.2 software economic analysis technical analysis.
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