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PET探测器数据获取与晶体识别 被引量:1
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作者 岳松 佟林格 +1 位作者 尹永智 裴曦 《中国医学物理学杂志》 CSCD 2019年第12期1456-1460,共5页
目的:旨在设计一个小像素PET成像系统,并获得用于断层扫描的晶体查找表。方法:对PCI-ADC系统获取的LYSO闪烁体(pitch_2.0_mm_10×10、pitch_1.6 mm_10×1)探头晶体位置分辨图像,采用分水岭算法完成图像分割任务,实现晶体识别。... 目的:旨在设计一个小像素PET成像系统,并获得用于断层扫描的晶体查找表。方法:对PCI-ADC系统获取的LYSO闪烁体(pitch_2.0_mm_10×10、pitch_1.6 mm_10×1)探头晶体位置分辨图像,采用分水岭算法完成图像分割任务,实现晶体识别。结果:实验中,pitch_2.0_mm_10×10、pitch_1.6 mm_10×10两种像素探头晶体能够全部识别;同时对华盛顿大学pitch_1.6 mm_20×20探头数据进行处理,没有观察到晶体粘附现象。结论:PET数据采集系统性能良好,分水岭算法能够识别不同的像素晶体,为后期断层扫描和三维重建提供了基础。 展开更多
关键词 正电子断层发射成像 晶体识别 分水岭算法 图像分割
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基于SOM神经网络和均值漂移算法的DOI-PET探测器泛场图像晶体识别 被引量:1
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作者 徐一帆 侯岩松 +2 位作者 纪英财 孙立风 魏清阳 《原子能科学技术》 EI CAS CSCD 北大核心 2022年第S01期235-242,共8页
正电子发射断层扫描(PET)是一种功能性核医学成像设备,已广泛应用于临床检验和临床前研究。其核心探测器主要采用闪烁晶体阵列耦合光电器件阵列的模块化设计。该类型探测器需要对其泛场图像进行分割,制作晶体位置查找表。本文开发了一... 正电子发射断层扫描(PET)是一种功能性核医学成像设备,已广泛应用于临床检验和临床前研究。其核心探测器主要采用闪烁晶体阵列耦合光电器件阵列的模块化设计。该类型探测器需要对其泛场图像进行分割,制作晶体位置查找表。本文开发了一种针对双层错位的DOI-PET探测器的泛场图像晶体响应中心自动识别和分割算法。基于奇异值分解和均值漂移的算法实现顶层晶体中心的识别;基于自组织映射(SOM)神经网络的算法和均值漂移实现底层晶体中心的识别;采用基于欧氏距离的算法,实现了泛场图像晶体单元的分割。将本文所开发的算法用于整环(48张)PET泛场图像,晶体模块中心识别的准确率为99.34%,完成分割整张泛场图像的平均耗时为101 s。测试结果表明,本文所开发的泛场图像晶体响应中心自动识别和分割算法适用于双层错位的DOI-PET探测器,算法鲁棒性强、准确率高、运算速度快。 展开更多
关键词 正电子发射断层成像 晶体识别 自组织映射神经网络 奇异值分解 均值漂移
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一种基于改进SKNet的晶体图像异常识别算法
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作者 董建 卯福启 《北京工业职业技术学院学报》 2022年第2期30-38,共9页
晶体缺陷的研究在材料领域中十分重要,为此提出一种晶体异常图像检测方法。通过对晶体缺陷图像特点进行分析,以可选择卷积核网络(Selective Kernel Networks,SKNet)作为基础模型,同时对SKNet进行改进,以提高检测效果。一方面,为了避免... 晶体缺陷的研究在材料领域中十分重要,为此提出一种晶体异常图像检测方法。通过对晶体缺陷图像特点进行分析,以可选择卷积核网络(Selective Kernel Networks,SKNet)作为基础模型,同时对SKNet进行改进,以提高检测效果。一方面,为了避免通道权重信息的丢失,提高特征提取能力,采用高效通道注意力模块来替代SKNet中的压缩、激励模块;另一方面,为了提高对困难样本的分类效果,引入焦点损失替代交叉熵损失。实验结果表明:与参考算法相比,改进算法平均准确率提高了3.9%,异常图像精确率提高了1.5%,召回率提高了5.2%。 展开更多
关键词 高分辨率透射电镜 晶体图像异常识别 可选择卷积核网络 通道注意力 聚焦损失
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The structure of Rap1 in complex with RIAM reveals specificity determinants and recruitment mechanism 被引量:3
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作者 Hao Zhang Yu-Chung Chang Mark L. Brennan Jinhua Wu 《Journal of Molecular Cell Biology》 SCIE CAS CSCD 2014年第2期128-139,共12页
The small GTPase Rap1 induces integrin activation via an inside-out signaling pathway mediated by the Rapl-interacting adaptor mol- ecule (RIAM). Blocking this pathway may suppress tumor metastasis and other disease... The small GTPase Rap1 induces integrin activation via an inside-out signaling pathway mediated by the Rapl-interacting adaptor mol- ecule (RIAM). Blocking this pathway may suppress tumor metastasis and other diseases that are related to hyperactive integrins. However, the molecular basis for the specific recognition of RIAM by Rap1 remains largely unknown. Herein we present the crystal structure of an active, GTP-bound GTPase domain of Rap1 in complex with the Ras association (RA)-pleckstrin homology (PH) structural module of RIAM at 1.65 A. The structure reveals that the recognition of RIAM by Rap1 is governed by side-chain interactions. Several side chains are critical in determining specificity of this recognition, particularly the Lys31 residue in Rap1 that is oppositely charged compared with the Glu31/Asp31 residue in other Ras GTPases. Lys31 forms a salt bridge with RIAM residue Glu212, making it the key specificity determinant of the interaction. We also show that disruption of these interactions results in reduction of Rapl:RIAM association, leadingto a loss of co-clustering and cell adhesion. Our findings elucidate the molecular mechanism by which RIAM med- iates Rapl-induced integrin activation. The crystal structure also offers new insight into the structural basis for the specific recruitment of RA-PH module-containing effector proteins by their smaU GTPase partners. 展开更多
关键词 RIAM Rap1 integrin signaling inside-out signaling crystal structure RA-PH
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Fast and reliable identification of atomically thin layers of TaSe2 crystals
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作者 Andres Castellanos-Gomez Efren Navarro-Moratalla +7 位作者 Guillermo Mokry Jorge Quereda Elena Pinilla-Cienfuegos Nicolas Agrait Herre S. J. van der Zant Eugenio Coronado Gary A. Steele Gabino Rubio-Bollinger 《Nano Research》 SCIE EI CAS CSCD 2013年第3期191-199,共9页
Deposition of clean and defect-free atomically thin two-dimensional crystalline flakes on surfaces by mechanical exfoliation of layered bulk materials has proven to be a powerful technique, but it requires a fast, rel... Deposition of clean and defect-free atomically thin two-dimensional crystalline flakes on surfaces by mechanical exfoliation of layered bulk materials has proven to be a powerful technique, but it requires a fast, reliable and non-destructive way to identify the atomically thin flakes among a crowd of thick flakes. In this work, we provide general guidelines to identify ultrathin flakes of TaSe2 by means of optical microscopy and Raman spectroscopy. Additionally, we determine the optimal substrates to facilitate the optical identification of atomically thin TaSe2 crystals. Experimental realization and isolation of ultrathin layers of TaSe2 enables future studies on the role of the dimensionality in interesting phenomena such as superconductivity and charge density waves. 展开更多
关键词 atomically thin layer metal dichalcogenide layered superconductor TaSe2 optical microscopy Raman spectroscopy
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