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PDGI-BASED REGULAR SWEPT SURFACE EXTRACTION FROM POINT CLOUD 被引量:3
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作者 LI Jiangxiong KE Yinglin LI An ZHU Weidong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第3期322-329,共8页
A principal direction Gaussian image (PDGI)-based algorithm is proposed to extract the regular swept surface from point cloud. Firstly, the PDGI of the regular swept surface is constructed from point cloud, then the... A principal direction Gaussian image (PDGI)-based algorithm is proposed to extract the regular swept surface from point cloud. Firstly, the PDGI of the regular swept surface is constructed from point cloud, then the bounding box of the Gaussian sphere is uniformly partitioned into a number of small cubes (3D grids) and the PDGI points on the Gaussian sphere are associated with the corresponding 3D grids. Secondly, cluster analysis technique is used to sort out a group of 3D grids containing more PDGI points among the 3D grids. By the connected-region growing algorithm, the congregation point or the great circle is detected from the 3D grids. Thus the translational direction is determined by the congregation point and the direction of the rotational axis is determined by the great circle. In addition, the positional point of the rotational axis is obtained by the intersection of all the projected normal lines of the rotational surface on the plane being perpendicular to the estimated direction of the rotational axis. Finally, a pattem search method is applied to optimize the translational direction and the rotational axis. Some experiments are used to illustrate the feasibility of the above algorithm. 展开更多
关键词 Reverse engineering Feature extraction Regular swept surface Gaussian image Cluster analysis
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Inversion of 3D velocity and anisotropy of near surfaces based on an azimuth-dependent dispersion curve inversion method
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作者 Jiang Ning-Bo Liang Chun-Tao Peng Wen 《Applied Geophysics》 SCIE CSCD 2021年第2期212-224,273,共14页
In petroleum seismic exploration,dense seismic ray coverage is often guaranteed through dense seismic sources and geophones.Dense ray coverage facilitates the high-resolution 3D velocity structure imaging of near surf... In petroleum seismic exploration,dense seismic ray coverage is often guaranteed through dense seismic sources and geophones.Dense ray coverage facilitates the high-resolution 3D velocity structure imaging of near surfaces using surface waves.In this study,the 3D velocity and anisotropy structure of a petroleum exploration area are obtained using the azimuth-dependent dispersion curve inversion(ADDCI)method.Imaging results show that low-velocity zones correspond to a river channel.The fast propagation direction(FPD)of S-waves along this channel is basically consistent with the direction of the channel.The eastern part of the study area has a surface sediment layer with a thickness of less than 20 m,which corresponds to the sand and gravel deposits formed by the river alluvial deposition near the surface.In addition,a relatively thick sedimentary layer is formed on the southern side of the study area.The anisotropy shows that the FPD is positively correlated with the direction of alluvial fl ow and that the magnitude of anisotropy in the deep part is greater than that in the shallow part.Inversion results are basically consistent with the geological data and suggest that the obtained model can truly refl ect the 3D velocity structure and anisotropy of the near-surface area.This study shows that the ADDCI method can maximize the high-energy surface waves in exploration data to obtain near-surface velocity structures,which provide a highly accurate model for near-surface static correction. 展开更多
关键词 ADDCI Near surface Dispersion inversion surface wave imaging ANISOTROPY
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LABEL-FREE DETECTION OF PROTEIN MICROARRAY WITH HIGH THROUGHPUT SURFACE PLASMON RESONANCE IMAGING(SPRI)
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作者 SHUKUAN XU GUOLIANG HUANG +3 位作者 CHENG DENG JIANG ZHU CHAO HAN XIAOYONG YANG 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2008年第1期107-114,共8页
A surface plasmon resonance imaging(SPRI)system was developed for the discrimination of proteins on a gold surface.As a label-free and high-throughput technique,SPRI enables simultaneously monitoring of the biomolecul... A surface plasmon resonance imaging(SPRI)system was developed for the discrimination of proteins on a gold surface.As a label-free and high-throughput technique,SPRI enables simultaneously monitoring of the biomolecular interactions at low concentrations.We used SPRI as a label-free and parallel method to detect different proteins based on protein microarray.Bovine Serum Albumin(BSA),Casein and Immunoglobulin G(IgG)were immobilized onto the Au surface of a gold-coated glass chip as spots forming a 6×6 matrix.These proteins can be discriminated directly by changing the incident angle of light.Excellent reproducibility for label-free detection of protein molecules was achieved.This SPRI platform represents a simple and robust method for performing high-sensitivity detection of protein microarray. 展开更多
关键词 surface plasmon resonance imaging protein microarray LABEL-FREE highthroughput
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Comparison of TMI and AMSR-E sea surface temperatures with Argo near-surface temperatures over the global oceans 被引量:1
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作者 CHEN Xingrong LIU Zenghong +1 位作者 SUN Chaohui WANG Haiyan 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2017年第3期52-59,共8页
Satellite-derived sea surface temperatures(SSTs) from the tropical rainfall measuring mission(TRMM)microwave imager(TMI) and the advanced microwave scanning radiometer for the earth observing system(AMSR-E) we... Satellite-derived sea surface temperatures(SSTs) from the tropical rainfall measuring mission(TRMM)microwave imager(TMI) and the advanced microwave scanning radiometer for the earth observing system(AMSR-E) were compared with non-pumped near-surface temperatures(NSTs) obtained from Argo profiling floats over the global oceans. Factors that might cause temperature differences were examined, including wind speed, columnar water vapor, liquid cloud water, and geographic location. The results show that both TMI and AMSR-E SSTs are highly correlated with the Argo NSTs; however, at low wind speeds, they are on average warmer than the Argo NSTs. The TMI performs slightly better than the AMSR-E at low wind speeds, whereas the TMI SST retrievals might be poorly calibrated at high wind speeds. The temperature differences indicate a warm bias of the TMI/AMSR-E when columnar water vapor is low, which can indicate that neither TMI nor AMSR-E SSTs are well calibrated at high latitudes. The SST in the Kuroshio Extension region has higher variability than in the Kuroshio region. The variability of the temperature difference between the satellite-retrieved SSTs and the Argo NSTs is lower in the Kuroshio Extension during spring. At low wind speeds, neither TMI nor AMSR-E SSTs are well calibrated, although the TMI performs better than the AMSR-E. 展开更多
关键词 Argo near-surface temperature tropical rainfall measuring mission(TRMM) microwave imager advanced microwave scanning radiometer for the earth observing system sea surface temperature
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Monocular depth estimation based on deep learning for intraoperative guidance using surface-enhanced Raman scattering imaging
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作者 ANIWAT JUHONG BO LI +12 位作者 YIFAN LIU CHENG-YOU YAO CHIA-WEI YANG A.K.M.ATIQUE ULLAH KUNLI LIU RYAN P.LEWANDOWSKI JACK R.HARKEMA DALEN W.AGNEW YU LEO LEI GARY D.LUKER XUEFEI HUANG WIBOOL PIYAWATTANAMETHA ZHEN QIU 《Photonics Research》 2025年第2期550-560,共11页
Imaging of surface-enhanced Raman scattering(SERS) nanoparticles(NPs) has been intensively studied for cancer detection due to its high sensitivity, unconstrained low signal-to-noise ratios, and multiplexing detection... Imaging of surface-enhanced Raman scattering(SERS) nanoparticles(NPs) has been intensively studied for cancer detection due to its high sensitivity, unconstrained low signal-to-noise ratios, and multiplexing detection capability. Furthermore, conjugating SERS NPs with various biomarkers is straightforward, resulting in numerous successful studies on cancer detection and diagnosis. However, Raman spectroscopy only provides spectral data from an imaging area without co-registered anatomic context. 展开更多
关键词 raman spectroscopy cancer detection surface enhanced raman scattering imaging intraoperative guidance monocular depth estimation anatomic context deep learning sers nanoparticles
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An evaluation of digital elevation modeling in GIS and Cartography
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作者 Bola AYENI Kayode Julius SAMUEL 《Geo-Spatial Information Science》 SCIE EI 2014年第2期139-144,共6页
This study considers seven commonly used surface fitting methods within Golden Software and ArcGIS^(TM) environments.Using grid sizes of 68 rows by 100 columns(6800 grids)and 680 rows by 1000 columns(680,000 grids)and... This study considers seven commonly used surface fitting methods within Golden Software and ArcGIS^(TM) environments.Using grid sizes of 68 rows by 100 columns(6800 grids)and 680 rows by 1000 columns(680,000 grids)and 294,208 elevation points covering the entire landmass of Nigeria,the study evaluates the performance of these methods in terms of execution time and faithfulness in the representation of the spatial elements.Results show marked differences in time taken to execute the fitting and that Inverse Distance,the Natural Neighbor,the Nearest Neighbor,and Triangulation with Linear Interpolation seem to give the highest level of correspondence or faithfulness. 展开更多
关键词 image surface fitting digital elevation modelling GIS CARTOGRAPHY
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Elements of automated survey of pavements and a 3D methodology 被引量:20
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作者 Kelvin C.P.WANG 《Journal of Modern Transportation》 2011年第1期51-57,共7页
Sound transportation infrastructure is critical for economic development and sustainability.Pavement condition is a primary concern among agencies of the roadway infrastructure.Automation has become possible in recent... Sound transportation infrastructure is critical for economic development and sustainability.Pavement condition is a primary concern among agencies of the roadway infrastructure.Automation has become possible in recent years on collecting data and producing results for certain aspects of pavement performance,while challenges remain in several other categories,such as automated cracking survey.This paper reviews the technological advances on automated survey of pavements,and discusses the most recent breakthroughs by the team led by the author in using 3D laser imaging for capturing 1 mm surface images of pavements. 展开更多
关键词 PAVEMENTS automated survey 3D methodology surface images
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The Partition of Unity Method for High-Order Finite Volume Schemes Using Radial Basis Functions Reconstruction 被引量:1
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作者 Serena Morigi Fiorella Sgallari 《Numerical Mathematics(Theory,Methods and Applications)》 SCIE 2009年第2期153-179,共27页
This paper introduces the use of partition of unity method for the development of a high order finite volume discretization scheme on unstructured grids for solving diffusion models based on partial differential equat... This paper introduces the use of partition of unity method for the development of a high order finite volume discretization scheme on unstructured grids for solving diffusion models based on partial differential equations.The unknown function and its gradient can be accurately reconstructed using high order optimal recovery based on radial basis functions.The methodology proposed is applied to the noise removal problem in functional surfaces and images.Numerical results demonstrate the effectiveness of the new numerical approach and provide experimental order of convergence. 展开更多
关键词 Finite volume discretization radial basis functions optimal recovery REGULARIZATION image and surface denoising.
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Breast Asymmetry Evaluation Using Objective Measures after Breast Cancer Surgery 被引量:1
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作者 Jaejong Park Fariha M. Haque +2 位作者 Achille Louodom Chedjou Michael J. Miller Alok Sutradhar 《Journal of Biomedical Science and Engineering》 2021年第1期1-10,共10页
Although a positive cosmetic outcome is an important goal of breast cancer reconstruction, the objective analysis of breast aesthetics has yet to reach a gold standard or unified method to quantify breast symmetry. Se... Although a positive cosmetic outcome is an important goal of breast cancer reconstruction, the objective analysis of breast aesthetics has yet to reach a gold standard or unified method to quantify breast symmetry. Several scoring systems, both subjective and objective, have been developed over the years to ensure the desirable outcome in breast symmetry, but these methods have yet to reach the unanimous acceptance in terms of accuracy, value and ease of use to be implemented in the clinical setting. By assessing several existing symmetry scores, most of which are based on 2D imaging, along with our own set of symmetry parameters applied to 3D patient images, the goal of this study is to determine if there is an advantage of 3D imaging in formulating an accurate objective breast aesthetic score over the existing objective scores. A reliable breast aesthetic score would improve the decision-making in surgery as well as improve patient satisfaction. Additionally, knowing the quantity and degree of breast asymmetry objectively will improve outcome and reduce revision rates, minimizing patient suffering and improving the overall quality of patient life and body image. 展开更多
关键词 Asymmetry Breast Surgery Outcome Research surface Imaging 3D Scan
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SSL Depth: self-supervised learning enables 16× speedup in confocal microscopy-based 3D surface imaging [Invited] 被引量:1
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作者 Ze-Hao Wang Tong-Tian Weng +2 位作者 Xiang-Dong Chen Li Zhao Fang-Wen Sun 《Chinese Optics Letters》 SCIE EI CAS CSCD 2024年第6期3-7,共5页
In scientific and industrial research, three-dimensional (3D) imaging, or depth measurement, is a critical tool that provides detailed insight into surface properties. Confocal microscopy, known for its precision in s... In scientific and industrial research, three-dimensional (3D) imaging, or depth measurement, is a critical tool that provides detailed insight into surface properties. Confocal microscopy, known for its precision in surface measurements, plays a key role in this field. However, 3D imaging based on confocal microscopy is often challenged by significant data requirements and slow measurement speeds. In this paper, we present a novel self-supervised learning algorithm called SSL Depth that overcomes these challenges. Specifically, our method exploits the feature learning capabilities of neural networks while avoiding the need for labeled data sets typically associated with supervised learning approaches. Through practical demonstrations on a commercially available confocal microscope, we find that our method not only maintains higher quality, but also significantly reduces the frequency of the z-axis sampling required for 3D imaging. This reduction results in a remarkable 16×measurement speed, with the potential for further acceleration in the future. Our methodological advance enables highly efficient and accurate 3D surface reconstructions, thereby expanding the potential applications of confocal microscopy in various scientific and industrial fields. 展开更多
关键词 confocal microscopy 3D surface imaging self-supervised learning
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Sulfur speciation defined subcellular localization of coumarin derivatives:Correlation of structural relationship to biological behaviors 被引量:1
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作者 Hao-Yan Yin Juan Tang Jun-Long Zhang 《Chinese Chemical Letters》 SCIE CAS CSCD 2018年第2期267-270,共4页
Targeted-delivery is of great importance to molecular probes and drugs for cell biology study. Herein we reported 11 sulfur-containing coumarins as cell imaging probes. Different sulfur speciation of the 4 representat... Targeted-delivery is of great importance to molecular probes and drugs for cell biology study. Herein we reported 11 sulfur-containing coumarins as cell imaging probes. Different sulfur speciation of the 4 representative coumarins SC1-SC4 renders them significantly different subcellular localizations and cellular uptake pathways: SC1 containing thioether group located in lysosomes, while sulfoxide and sulfone compounds SC2 and SC3 distributed in the whole cell. Furthermore, the cationic sulfonium containing compound SC4 was internalized by clathrin-mediated endocytosis and localized at mitochondria. By analyzing the molecular parameters of all 11 coumarins, we found that different sulfur speciation affected their lipophilicity and electrostatic surface potential. These two key factors play roles in altering biological behaviors of the coumarins. The results revealed the importance of sulfur speciation on the physicochemical properties and thus subcellular localization of bioprobes. This is useful for designing new functional bioprobes. 展开更多
关键词 Fluorescent imaging Sulfur speciation Subcellular Iocalization Sulfonium Mitochondria targeting Electrostatic surface potential
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Experimental investigation of ghost imaging of reflective objects with different surface roughness 被引量:6
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作者 SUQIN NAN YANFENG BAI +4 位作者 XIAOHUI SHI QIAN SHEN LIJIE QU HENGXING LI XIQUAN FU 《Photonics Research》 SCIE EI 2017年第4期372-376,共5页
We present an experimental demonstration of ghost imaging of reflective objects with different surface roughness.The influence of the surface roughness, the transverse size of the test detector, and the reflective ang... We present an experimental demonstration of ghost imaging of reflective objects with different surface roughness.The influence of the surface roughness, the transverse size of the test detector, and the reflective angle on the signal-to-noise ratio(SNR) is analyzed by measuring the second-order correlation of the light field based on classical statistical optics. It is shown that the SNR decreases with an increment of the surface roughness and the detector's transverse size or a decrease of the reflective angle. Additionally, the comparative studies between the rough object and the smooth one under the same conditions are also discussed. 展开更多
关键词 exp Experimental investigation of ghost imaging of reflective objects with different surface roughness SNR test
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Optical coherence tomography for ocular surface and corneal diseases: a review 被引量:2
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作者 Nandini Venkateswaran Anat Galor +1 位作者 Jianhua Wang Carol L.Karp 《Eye and Vision》 SCIE 2018年第1期126-136,共11页
The advent of optical coherence tomography(OCT)imaging has changed the way ophthalmologists image the ocular surface and anterior segment of the eye.Its ability to obtain dynamic,high and ultra-high resolution,cross-s... The advent of optical coherence tomography(OCT)imaging has changed the way ophthalmologists image the ocular surface and anterior segment of the eye.Its ability to obtain dynamic,high and ultra-high resolution,cross-sectional images of the ocular surface and anterior segment in a noninvasive and rapid manner allows for ease of use.In this review,we focus on the use of anterior segment OCT,which provides an“optical biopsy”or in vivo imaging of various ocular surface and corneal pathologies,allowing the clinician to diagnose diseases otherwise not visualized by traditional methods.The utility of anterior segment OCT for various anterior segment pathologies is reviewed. 展开更多
关键词 Anterior segment optical coherence tomography Ocular surface imaging Ocular surface lesions
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Surface area-volume ratios in insects 被引量:1
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作者 Sara Kuhsel Adrian Bruckner +2 位作者 Sebastian Schmelzle Michael Heethoff Nico Bluthgen 《Insect Science》 SCIE CAS CSCD 2017年第5期829-841,共13页
Body mass, volume and surface area are important for many aspects of the physiology and performance of species. Whereas body mass scaling received a lot of attention in the literature, surface areas of animals have no... Body mass, volume and surface area are important for many aspects of the physiology and performance of species. Whereas body mass scaling received a lot of attention in the literature, surface areas of animals have not been measured explicitly in this context. We quantified surface area-volume (SA/V) ratios for the first time using 3D surface models based on a structured light scanning method for 126 species of pollinating insects from 4 orders (Diptera, Hymenoptera, Lepidoptera, and Coleoptera). Water loss of 67 species was measured gravimetrically at very dry conditions for 2 h at 15 and 30 ℃ to demonstrate the applicability of the new 3D surface measurements and relevance for predicting the performance of insects. Quantified SA/V ratios significantly explained the variation in water loss across species, both directly or after accounting for isometric scaling (residuals of the SA/V - mass2/3 relationship). Small insects with a proportionally larger surface area had the highest water loss rates. Surface scans of insects to quantify allometric SA/Vratios thus provide a promising method to predict physiological responses, improving the potential of body mass isometry alone that assume geometric similarity. 展开更多
关键词 body size body shape 3D surface imaging SPHERICITY structured light water loss
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Short-working-distance optical imaging system and method for surface detection of underwater structures 被引量:5
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作者 LIU Cong WANG ChengFei +5 位作者 XU YingJun LI Xu LUO ChunHao DAI MeiLing SHAO XinXing HE XiaoYuan 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2018年第5期774-781,共8页
In the surface imaging of underwater structures, long working distance will reduce image quality due to the turbidity of water. To acquire high definition and large field of view(FOV) images for surface detection, a s... In the surface imaging of underwater structures, long working distance will reduce image quality due to the turbidity of water. To acquire high definition and large field of view(FOV) images for surface detection, a short-working-distance underwater imaging system is proposed based on camera array. A multi-view calibration and rectification method is developed. A look-up table(LUT) method and a multi-resolution spline(MRS) method are applied to stitch array images real-time and seamlessly.Experiments both in the air and in the water are conducted. Strength and weakness of the LUT and MRS methods are discussed.Based on the results, the effectiveness in surface detection of underwater structures is verified. 展开更多
关键词 surface detection camera array image stitching calibration
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Statistical Estimation of High-Resolution Surface Air Temperature from MODIS over the Yangtze River Delta,China 被引量:2
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作者 Yi SHI Zhihong JIANG +1 位作者 Liangpeng DONG Suhung SHEN 《Journal of Meteorological Research》 SCIE CSCD 2017年第2期448-454,共7页
High-resolution surface air temperature data are critical to regional climate modeling in terms of energy balance,urban climate change,and so on.This study demonstrates the feasibility of using Moderate Resolution Ima... High-resolution surface air temperature data are critical to regional climate modeling in terms of energy balance,urban climate change,and so on.This study demonstrates the feasibility of using Moderate Resolution Imaging Spectroradiometer(MODIS)land surface temperature(LST)to estimate air temperature at a high resolution over the Yangtze River Delta region,China.It is found that daytime LST is highly correlated with maximum air temperature,and the linear regression coefficients vary with the type of land surface.The air temperature at a resolution of 1 km is estimated from the MODIS LST with linear regression models.The estimated air temperature shows a clear spatial structure of urban heat islands.Spatial patterns of LST and air temperature differences are detected,indicating maximum differences over urban and forest regions during summer.Validations are performed with independent data samples,demonstrating that the mean absolute error of the estimated air temperature is approximately 2.5°C,and the uncertainty is about 3.1°C,if using all valid LST data.The error is reduced by 0.4°C(15%)if using best-quality LST with errors of less than 1 K.The estimated high-resolution air temperature data have great potential to be used in validating high-resolution climate models and other regional applications. 展开更多
关键词 remote sensing surface air temperature land surface temperature land cover type Moderate Resolution Imaging Spectroradiometer(MODIS)
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Utility of high-resolution anterior segment optical coherence tomography in the diagnosis and management of sub-clinical ocular surface squamous neoplasia
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作者 Ann Q.Tran Nandini Venkateswaran +1 位作者 Anat Galor Carol L.Karp 《Eye and Vision》 SCIE CSCD 2019年第1期229-235,共7页
Background:To evaluate the frequency and characteristics of sub-clinical ocular surface squamous neoplasia(OSSN)detected by high-resolution anterior segment tomography(HR-OCT)in patients with clinically unapparent dis... Background:To evaluate the frequency and characteristics of sub-clinical ocular surface squamous neoplasia(OSSN)detected by high-resolution anterior segment tomography(HR-OCT)in patients with clinically unapparent disease following topical treatment.Methods:A retrospective chart review of patients with OSSN identified through a pharmacy database at the Bascom Palmer Eye Institute from January 2013 to December 2018 was conducted.Patients undergoing primary therapy with topical 5-fluorouracil 1%(5-FU)(4 times a day for 7 days with a 21-day break)or interferon-alpha-2b(IFN)(4 times a day)were reviewed.Patients were separated into two groups.Group 1 included individuals whose clinical resolution of OSSN aligned with complete resolution on HR-OCT.Group 2(sub-clinical OSSN group)included individuals with clinical OSSN resolution but with features of persistent disease on HR-OCT.Patients excluded included those treated at an outside institution and those who used topical therapy as a surgical adjunct.Results:A total of 95 patients(95 eyes)were reviewed.Sub-clinical OSSN was detected at a frequency of 17%in our study patients(n=16 patients,9 treated with 5-FU and 7 treated with IFN).In the 16 individuals,the mean time to clinical resolution was 3.6±1.0 cycles for 5-FU and 4.0±0.0 months for IFN.An additional 2.1±0.8 cycles for 5-FU and 1.2±0.4 months for IFN were needed to achieve HR-OCT resolution of OSSN.Recurrence in Group 1 was noted in 10 patients(12%)while no recurrences occurred in Group 2,the cohort with subclinical disease that received the extended medical therapy.The mean follow-up was 24.0±17.9 months.Conclusion:We found that at least 17%of individuals with apparent clinical resolution of OSSN have sub-clinical disease detected on HR-OCT.This information can be used to optimize treatment and extend therapy past the point of clinical resolution. 展开更多
关键词 Ocular surface squamous neoplasia High-resolution optical coherence tomography Sub-clinical ocular surface squamous neoplasia Ocular surface imaging ocular surface lesions
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Noninvasive and affordable type 2 diabetes screening by deep learning-based risk assessment and detection using ophthalmic images inspired by traditional Chinese medicine
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作者 Zhi Zhang Han Wang +24 位作者 Lei Chen Chensi Cao Tengwen Liu Ruifang Ren Ruixing Zhou Rudan Huang Dan Hu Chenxing Zhu Chong Lu Yunsheng Xu Zhaohui Fang Fuer Lu Huimin Pan Yanjin Su Nanlin Fu Huixia Zhan Qin Si Chenze Bai Ri Le Ge Hongmei Cao Wei Dong Guohui Yang Lan Wu Jiao Guo Jing Cheng 《Med-X》 2023年第1期204-213,共10页
The global prevalence of diabetes is steadily increasing,with a high percentage of patients unaware of their disease status.Screening for diabetes is of great significance in preventive medicine and may benefit from d... The global prevalence of diabetes is steadily increasing,with a high percentage of patients unaware of their disease status.Screening for diabetes is of great significance in preventive medicine and may benefit from deep learning technology.In traditional Chinese medicine,specific features on the ocular surface have been explored as diagnostic indicators for systemic diseases.Here we explore the feasibility of using features from the entire ocular surface to construct deep learning models for risk assessment and detection of type 2 diabetes(T2DM).We performed an observational,multicenter study using ophthalmic images of the ocular surface to develop a deep convolutional network,OcularSurfaceNet.The deep learning system was trained and validated with a multicenter dataset of 416580 images from 67151 participants and tested independently using an additional 91422 images from 12544 participants,and can be used to identify individuals at high risk of T2DM with areas under the receiver operating characteristic curve(AUROC)of 0.89-0.92 and T2DM with AUROC of 0.70-0.82.Our study demonstrated a qualitative relationship between ocular surface images and T2DM risk level,which provided new insights for the potential utility of ocular surface images in T2DM screening.Overall,our findings suggest that the deep learning framework using ocular surface images can serve as an opportunistic screening toolkit for noninvasive and low-cost large-scale screening of the general population in risk assessment and early identification of T2DM patients. 展开更多
关键词 Deep learning Type 2 diabetes screening Ocular surface image Traditional Chinese medicine
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PREPs:An Open-Source Software for High-Throughput Field Plant Phenotyping
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作者 Atsushi Itoh Stephen N.Njane +1 位作者 Masayuki Hirafuji Wei Guo 《Plant Phenomics》 CSCD 2024年第4期1037-1046,共10页
An open-source software for field-based plant phenotyping,Precision Plots Analyzer(PREPs),was developed using Window.NET.The software runs on 64-bit Windows computers.This software allows the extraction of phenotypic ... An open-source software for field-based plant phenotyping,Precision Plots Analyzer(PREPs),was developed using Window.NET.The software runs on 64-bit Windows computers.This software allows the extraction of phenotypic traits on a per-microplot basis from orthomosaic and digital surface model(DSM)images generated by Structure-from-Motion/Multi-View-Stereo(SfM-MVS)tools.Moreover,there is no need to acquire skills in geographical information system(GIS)or programming languages for image analysis.Three use cases illustrated the software's functionality.The first involved monitoring the growth of sugar beet varieties in an experimental field using an unmanned aerial vehicle(UAV),where differences among varieties were detected through estimates of crop height,coverage,and volume index.Second,mixed varieties of potato crops were estimated using a UAV and varietal differences were observed from the estimated phenotypic traits.A strong correlation was observed between the manually measured crop height and UAV-estimated crop height.Finally,using a multicamera array attached to a tractor,the height,coverage,and volume index of the 3 potato varieties were precisely estimated.PREPs software is poised to be a useful tool that allows anyone without prior knowledge of programming to extract crop traits for phenotyping. 展开更多
关键词 high throughput field plant phenotyping geographical information system gis open source software digital surface model dsm images extraction phenotypic traits precision plots analyzer programming languages plant phenotypingprecision plots analyzer preps
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The use of high resolution anterior segment optical coherence tomography for the characterization of conjunctival lymphoma, conjunctival amyloidosis and benign reactive lymphoid hyperplasia 被引量:1
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作者 Nandini Venkateswaran Carolina Mercado +5 位作者 Ann Q.Tran Armando Garcia Pedro Francisco Monsalve Diaz Sander R.Dubovy Anat Galor Carol L.Karp 《Eye and Vision》 SCIE CSCD 2019年第1期123-130,共8页
Background:Conjunctival lymphoma,conjunctival amyloidosis and benign reactive lymphoid hyperplasia(BRLH)are conditions that often have a similar appearance on the ocular surface.The use of high resolution anterior seg... Background:Conjunctival lymphoma,conjunctival amyloidosis and benign reactive lymphoid hyperplasia(BRLH)are conditions that often have a similar appearance on the ocular surface.The use of high resolution anterior segment optical coherence tomography(HR-OCT)enables clinicians to evaluate distinctive differences in tissue morphology and cellular patterns in various ocular surface conditions.In this study,we characterize the morphological differences seen in conjunctival lymphoma,conjunctival amyloidosis and BRLH on HR-OCT imaging.Methods:A retrospective chart review was performed of patients with biopsy proven conjunctival lymphoma,conjunctival amyloidosis and BRLH between 2012 and 2019 at the Bascom Palmer Eye Institute.Patients were excluded if HR-OCT imaging was not performed on initial presentation.Results:Thirty-four total eyes of 27 patients were identified.Twenty eyes had conjunctival lymphoma(16 patients),8 eyes had conjunctival amyloidosis(6 patients)and 6 eyes had BRLH(5 patients).All conditions appeared clinically as pink,red or yellow subepithelial lesions but had different features on HR-OCT.In lymphoma,HR-OCT images typically showed homogenous,dark subepithelial lesions with smooth borders,containing monomorphic dot-like infiltrates.HR-OCT images of amyloidosis typically showed heterogeneous,dark lesions with irregular borders,often containing hyperreflective linear infiltrates.HR-OCT images of BRLH showed variable infiltration of the subepithelial tissue,at times with homogenous lesions containing dot-like infiltrates like lymphoma and other times with more hyperreflective,subepithelial tissue.Flow cytometry and gene rearrangement was needed for final differentiation between BRLH and lymphoma lesions.Conclusions:Distinctive features on HR-OCT of conjunctival lymphoma,conjunctival amyloidosis and BRLH can help characterize these lesions beyond what is apparent with the clinical examination.Future studies can further validate this technology’s use with more subtle and challenging lesions. 展开更多
关键词 High resolution anterior segment optical coherence tomography Ocular surface imaging Ocular surface lesions Conjunctival lymphoma Conjunctival amyloidosis Benign reactive lymphoid hyperplasia
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