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基于深度学习在曲面体层图像中人工智能辅助诊断系统初步研究 被引量:11
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作者 帕克扎提·色依提 王铁梅 +8 位作者 徐子能 白海龙 丁鹏 刘澍 滕跃辉 冯英连 王蓉 单珊 钟双泽 《口腔医学研究》 CAS CSCD 北大核心 2021年第9期845-849,共5页
目的:基于深度学习对口腔曲面体层图像分析,开展人工智能在口腔常见疾病辅助诊断系统的研发,挖掘人工智能对曲面体层图像分割及辅助诊断价值。方法:回顾性纳入2000张口腔曲面体层片建立数据集(训练集1400张、测试集600张,累计标注82042... 目的:基于深度学习对口腔曲面体层图像分析,开展人工智能在口腔常见疾病辅助诊断系统的研发,挖掘人工智能对曲面体层图像分割及辅助诊断价值。方法:回顾性纳入2000张口腔曲面体层片建立数据集(训练集1400张、测试集600张,累计标注82042例)。运用基于卷积神经网络的深度学习算法,通过算法设计、模型训练和验证,构建口腔常见疾病智能影像诊断模型PanoNet,利用6个子网络模型分别执行不同口腔疾病的分割及识别。结果:PanoNet在恒牙列识别及龋病、根尖周炎、阻生牙、种植体、牙体修复术后等疾病识别中准确率、敏感度和特异度均高于85%(kappa>0.81);在牙槽骨吸收分级识别中准确率、敏感度、特异度分别为76.50%、75.25%、79.00%(kappa=0.44)。结论:基于卷积神经网络的深度学习算法建立的口腔曲面体层图像诊断模型PanoNet能有效识别上述口腔常见疾病,体现人工智能在曲面体层片上对口腔常见疾病的影像辅助诊断的应用价值。 展开更多
关键词 口腔曲面体层图像 深度学习 卷积神经网络 人工智能
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影响口腔颌面曲面断层图像质量的因素分析 被引量:1
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作者 杜锦兰 《青海医药杂志》 1999年第12期3-3,共1页
关键词 口腔颌面 曲面断层图像 图像质量
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高反光度曲面图像二值化技巧
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作者 杨凯峰 杨晓强 《电信交换》 2000年第4期44-46,共3页
本文介绍了一种高光度曲面上的印刷体数字图像识别技术中,对于图像进行二值化处理的方法。
关键词 图像处理 曲面图像 二值化 图像识别
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联合各向同性扩散和全变分模型的图像恢复模型
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作者 辛巧 许璐 胡卫敏 《长春师范大学学报(人文社会科学版)》 2012年第3期5-9,共5页
本文首先简单回顾了基于抛物型偏微分方程的图像恢复模型。在此基础上,提出了一个通过可变权重联合各向同性扩散和全变分模型的图像恢复模型,该权重参数依赖于图像曲面的几何特征。最后,通过数值实验论证了算法的有效性。
关键词 各向同性扩散 全变分模型 图像恢复 图像曲面 抛物型偏微分方程
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3D surface profile diagnosis using digital image processing for laboratory use 被引量:1
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作者 Robert FRISCHER Ondrej KREJCAR +1 位作者 Ali SELAMAT Kamil KUCA 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第3期811-823,共13页
The measurement of the surface quality and the profile preciseness is major issues in many industrial branches such that the surface quality of semi products directly affects the subsequent production steps.Although,t... The measurement of the surface quality and the profile preciseness is major issues in many industrial branches such that the surface quality of semi products directly affects the subsequent production steps.Although,there are many ways to obtain required data,the hardware necessary for the measurements such as 2D or 3D scanners,depending on the problem’s complexity,is too expensive.Therefore,in this paper,what we put forward as a novelty is an algorithm which is verified on the model of simple 3D scanner on the image processing basis with the resolution of 0.1 mm.There are many ways to scan surface profile;however,the image processing currently is the most trending topic in industry automation.Most importantly,in order to obtain surface images,standard high resolution reflex camera is used and thus the post processing could be realized with MatLab as the software environment.Therefore,this solution is an alternative to the expensive scanners,and single-purpose devices could be extended by many additional functions. 展开更多
关键词 profile diagnostics image processing 3D surface MatLab measurement
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一种遥感影像Min/max流去噪方法的研究 被引量:8
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作者 高建 张斌 +1 位作者 张飞艳 秦前清 《武汉大学学报(信息科学版)》 EI CSCD 北大核心 2012年第1期31-34,共4页
提出一种曲面Min/max流去噪方法,利用图像曲面曲率代替经典方法曲线曲率并修改开关机制,增强对复杂噪声环境的适应性,同时加入梯度权控制边缘曲面演化速度,在噪声压制的同时尽量保持边缘。实验表明,该方法能够在去除噪声的同时保持比较... 提出一种曲面Min/max流去噪方法,利用图像曲面曲率代替经典方法曲线曲率并修改开关机制,增强对复杂噪声环境的适应性,同时加入梯度权控制边缘曲面演化速度,在噪声压制的同时尽量保持边缘。实验表明,该方法能够在去除噪声的同时保持比较清晰的图像边缘。 展开更多
关键词 Min/max流 图像曲面 图像去噪 中心加权中值滤波
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Identifying Alpine Wetlands in the Damqu River Basin in the Source Area of the Yangtze River Using Object-based Classification Method 被引量:2
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作者 张继平 张镱锂 +2 位作者 刘林山 丁明军 张学儒 《Journal of Resources and Ecology》 CSCD 2011年第2期186-192,共7页
Alpine wetlands are very sensitive to global change, have great impacts on the hydrological condition of rivers, and are closely related to peoples' living in lower reaches. It is essential to monitor alpine wetland ... Alpine wetlands are very sensitive to global change, have great impacts on the hydrological condition of rivers, and are closely related to peoples' living in lower reaches. It is essential to monitor alpine wetland changes to appropriately manage and protect wetland resources; however, it is quite difficult to accurately extract such information from remote sensing images due to spectral confusion and arduous field verification. In this study, we identified different wetland types in the Damqu River Basin located in the Yangze River source region from Landsat remote sensing data using the object-based method. In order to ensure the interpretation accuracy of wetland, a digital elevation model (DEM) and its derived data (slope, aspect), Normalized Difference Vegetation Index (NDVI), Normalized Difference Water Index (NDWI), and Kauth-Thomas transformation were considered as the components of the spectral characteristics of wetland types. The spectral characteristics, texture features and spatial structure characteristics of each wetland type were comprehensively analyzed based on the success of image segmentation. The extraction rules for each wetland type were established by determining the thresholds of the spatial, texture and spectral attributes of typical parameter layers according to their histogram statistics. The classification accuracy was assessed using error matrixes and field survey verification data. According to the accuracy assessment, the total accuracy of image classification was 89%. 展开更多
关键词 alpine wetland remote sensing object-based classification Damqu River Basin
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A characterization of Burniat surfaces with K^2 = 4 and of non nodal type
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作者 SHIN YongJoo 《Science China Mathematics》 SCIE CSCD 2016年第5期839-848,共10页
Let S be a minimal surface of general type with pg(S) = 0 and K_S^2= 4. Assume the bicanonical map ψ of S is a morphism of degree 4 such that the image of ψ is smooth. Then we prove that the surface S is a Burniat ... Let S be a minimal surface of general type with pg(S) = 0 and K_S^2= 4. Assume the bicanonical map ψ of S is a morphism of degree 4 such that the image of ψ is smooth. Then we prove that the surface S is a Burniat surface with K^2= 4 and of non nodal type. 展开更多
关键词 bicanonical map Burniat surface surface of general type
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