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A Modified CycleGAN for Multi-Organ Ultrasound Image Enhancement via Unpaired Pre-Training
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作者 Haonan Han Bingyu Yang +2 位作者 Weihang Zhang Dongwei Li Huiqi Li 《Journal of Beijing Institute of Technology》 EI CAS 2024年第3期194-203,共10页
Handheld ultrasound devices are known for their portability and affordability,making them widely utilized in underdeveloped areas and community healthcare for rapid diagnosis and early screening.However,the image qual... Handheld ultrasound devices are known for their portability and affordability,making them widely utilized in underdeveloped areas and community healthcare for rapid diagnosis and early screening.However,the image quality of handheld ultrasound devices is not always satisfactory due to the limited equipment size,which hinders accurate diagnoses by doctors.At the same time,paired ultrasound images are difficult to obtain from the clinic because imaging process is complicated.Therefore,we propose a modified cycle generative adversarial network(cycleGAN) for ultrasound image enhancement from multiple organs via unpaired pre-training.We introduce an ultrasound image pre-training method that does not require paired images,alleviating the requirement for large-scale paired datasets.We also propose an enhanced block with different structures in the pre-training and fine-tuning phases,which can help achieve the goals of different training phases.To improve the robustness of the model,we add Gaussian noise to the training images as data augmentation.Our approach is effective in obtaining the best quantitative evaluation results using a small number of parameters and less training costs to improve the quality of handheld ultrasound devices. 展开更多
关键词 ultrasound image enhancement handheld devices unpaired images pre-train and finetune cycleGAN
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高通:走FDD/TDD融合发展之路--高通公司《LTE TDD,The Global Solution for Unpaired Spectrum》报告节选 被引量:1
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作者 赵经纬 《通信世界》 2011年第21期29-29,共1页
2011年2月,高通公司发布《LTETDD,非对称频谱全球解决方案》报告,详述了LTE生态下TDD阵营的发展现状和未来走势,并阐明了高通布局TD-LTE的立场和进展。TD-LTE生态呈扩张之势Wireless In telligence的分析报告指出。
关键词 高通公司 TDD LTE TDD The Global Solution for unpaired Spectrum FDD/TDD
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Kinetics of the thermal disappearance of radicals formed during the radiolysis of L-α-anhydrous asparagine
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作者 Ana Neacsu Daniela Gheorghe 《Chemical Reports》 2019年第1期13-21,共9页
An EPR study of paramagnetic centers formed by irradiation of polycrystalline L-α-anhydrous asparagine (L-Asn) was performed. The EPR spectra of gamma irradiated samples at room temperature, shown the presence of thr... An EPR study of paramagnetic centers formed by irradiation of polycrystalline L-α-anhydrous asparagine (L-Asn) was performed. The EPR spectra of gamma irradiated samples at room temperature, shown the presence of three types of paramagnetic centers. A possible mechanisms of formation for the three radical species is suggested, based also on literature data. The kinetics of the disappearance of radicals during thermal annealing indicated a complex mechanism. 展开更多
关键词 L-α-anhydrous ASPARAGINE ionizing radiation paramagnetic centers THERMAL DISAPPEARANCE unpaired electron
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‘Radicalize’the Performance of Perovskite Solar Cells with Radical Compounds
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作者 WANG Can GAO Peng 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2023年第2期176-186,共11页
Perovskite solar cells(PSCs)have attracted tremendous attention due to their outstanding performance within a short development.Radical molecules with unpaired single electrons have been widely used in energy-related ... Perovskite solar cells(PSCs)have attracted tremendous attention due to their outstanding performance within a short development.Radical molecules with unpaired single electrons have been widely used in energy-related fields,such as organic light-emitting diodes(OLEDs),organic field-effect transistors(OFETs),organic and dye-sensitized solar cells,batteries,thermoelectric conversion devices,etc.However,as far as we know,there has never been a systemic collection and analysis of the application of radical molecules in PSCs.Herein,we summarized the role of the radical molecule on perovskite(passivate trap defects,enhance oxygen stability and make perovskite band-bending)and charge transport layer(improve conductivity and mobility,enhance oxygen stability,modulate work function and decrease by-product generating).Meanwhile,future directions of making full use of radical molecules in improving the performances of PSCs were envisioned. 展开更多
关键词 Radical molecule Perovskite solar cell unpaired single electron Modulate W_(F)
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Polarized neutron diffraction and its application to spin density studies
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作者 Brenda A. DOUGAN 《Science China Chemistry》 SCIE EI CAS 2009年第12期2083-2095,共13页
Spin density distributions in molecular compounds containing unpaired electrons have been studied by polarized neutron diffraction (PND). The spin density distributions provide a unique perspective of the magnetic pro... Spin density distributions in molecular compounds containing unpaired electrons have been studied by polarized neutron diffraction (PND). The spin density distributions provide a unique perspective of the magnetic properties of the compounds. The background and fundamentals of polarized neutron diffraction are summarized in this review,followed by examples of applications in inorganic and organic chemistry. Spin densities in several compounds that are obtained by polarized neutron diffraction are highlighted. Spin densities in single molecular magnet [Fe8O2(OH)12(tacn)6]8+ and cyano-bridged K2[Mn(H2O)2]3[Mo(CN)7]2·6H2O demonstrate how to obtain magnetic interaction in the complexes by PND. PND studies of Ru(acac)3,containing one single unpaired electron,show small spin densities in this complex. Finally the use of PND in studying nitronyl nitroxide radicals is given. Our goal in this review is to illustrate how PND functions and how it serves as a sensitive tool in directly probing spin density in molecules. 展开更多
关键词 POLARIZED NEUTRON diffraction SPIN (unpaired electron) density PARAMAGNETIC ANTIFERROMAGNETIC magnetic structure factor
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