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Panoramic Image Stitching of the South Campus (East Gate) of Shaanxi University of Technology
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作者 Wuning Xi Jieyi Tan 《Journal of Electronic Research and Application》 2025年第4期147-162,共16页
With the development of computer vision technology,panoramic image stitching has been widely used in fields such as scene reconstruction.A single traditional image cannot fully capture the panoramic view of the iconic... With the development of computer vision technology,panoramic image stitching has been widely used in fields such as scene reconstruction.A single traditional image cannot fully capture the panoramic view of the iconic East Gate of the South Campus of Shaanxi University of Technology.Therefore,this project aims to technically fuse multiple partial images into a complete panoramic image,enabling comprehensive recording and visual presentation of the architectural landscapes and spatial environments in this area.This report first introduces the technical background and application scenarios,clarifying the necessity of panoramic image stitching in campus landscape recording.It then elaborates on the core objectives and practical values,highlighting the role of technical solutions in improving image quality.Technically,a modular system design based on OpenCV is adopted,including modules such as image preprocessing,feature extraction and matching,image registration,fusion,and post-processing.Specifically,the SIFT algorithm is applied for feature extraction,KNN combined with ratio testing is used for feature matching,image registration is achieved by calculating the homography matrix,the fusion process utilizes multiband blending and Laplacian pyramid,and post-processing includes operations such as black area filling and CLAHE contrast enhancement.The experiment was conducted in a specific hardware and software environment using five overlapping images.After preprocessing,stitching,detail enhancement,and black edge repair,a panoramic image was successfully generated.The results show that the panoramic image fully presents the relevant scenery,with concealed seams,balanced exposure differences,and strong hierarchical details.This report provides a systematic description of the project’s technical implementation and achievement application. 展开更多
关键词 Panoramic image stitching SIFT algorithm Multiband blending Cylindrical projection CLAHE
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An Extended Depth-of-Field Microscope Field-of-View Stitching-Based High-Throughput Multimodal Imaging Method
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作者 Zhuojun Zhou Yinan Zheng +4 位作者 Lin Li Yi’an Huang Yang Shen Huazhen Liu Jiamiao Yang 《Journal of Beijing Institute of Technology》 2025年第2期222-230,共9页
Optical microscopes are essential tools for scientific research,but traditional microscopes are restricted to capturing only two-dimensional(2D)texture information,lacking comprehensive three-dimensional(3D)morphology... Optical microscopes are essential tools for scientific research,but traditional microscopes are restricted to capturing only two-dimensional(2D)texture information,lacking comprehensive three-dimensional(3D)morphology capabilities.Additionally,traditional microscopes are inherently constrained by the limited space-bandwidth product of optical systems,resulting in restricted depth of field(DOF)and field of view(FOV).Attempts to expand DOF and FOV typically come at the cost of diminished resolution.In this paper,we propose a texture-driven FOV stitching algorithm specifically designed for extended depth-of-field(EDOF)microscopy,allowing for the integration of 2D texture and 3D depth data to achieve high-resolution,high-throughput multimodal imaging.Experimental results demonstrate an 11-fold enhancement in DOF and an 8-fold expansion in FOV compared to traditional microscopes,while maintaining axial resolution after FOV extension. 展开更多
关键词 extended depth-of-field microscopy field-of-view stitching iterative closest point
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Efficient Unsupervised Image Stitching Using Attention Mechanism with Deep Homography Estimation 被引量:2
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作者 Chunbin Qin Xiaotian Ran 《Computers, Materials & Continua》 SCIE EI 2024年第4期1319-1334,共16页
Traditional feature-based image stitching techniques often encounter obstacles when dealing with images lackingunique attributes or suffering from quality degradation. The scarcity of annotated datasets in real-life s... Traditional feature-based image stitching techniques often encounter obstacles when dealing with images lackingunique attributes or suffering from quality degradation. The scarcity of annotated datasets in real-life scenesseverely undermines the reliability of supervised learning methods in image stitching. Furthermore, existing deeplearning architectures designed for image stitching are often too bulky to be deployed on mobile and peripheralcomputing devices. To address these challenges, this study proposes a novel unsupervised image stitching methodbased on the YOLOv8 (You Only Look Once version 8) framework that introduces deep homography networksand attentionmechanisms. Themethodology is partitioned into three distinct stages. The initial stage combines theattention mechanism with a pooling pyramid model to enhance the detection and recognition of compact objectsin images, the task of the deep homography networks module is to estimate the global homography of the inputimages consideringmultiple viewpoints. The second stage involves preliminary stitching of the masks generated inthe initial stage and further enhancement through weighted computation to eliminate common stitching artifacts.The final stage is characterized by adaptive reconstruction and careful refinement of the initial stitching results.Comprehensive experiments acrossmultiple datasets are executed tometiculously assess the proposed model. Ourmethod’s Peak Signal-to-Noise Ratio (PSNR) and Structure Similarity Index Measure (SSIM) improved by 10.6%and 6%. These experimental results confirm the efficacy and utility of the presented model in this paper. 展开更多
关键词 Unsupervised image stitching deep homography estimation YOLOv8 attention mechanism
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A survey on image and video stitching 被引量:9
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作者 Wei LYU Zhong ZHOU +1 位作者 Lang CHEN Yi ZHOU 《Virtual Reality & Intelligent Hardware》 2019年第1期55-83,共29页
Image/video stitching is a technology for solving the field of view(FOV)limitation of images/videos.It stitches multiple overlapping images/videos to generate a wide-FOV image/video,and has been used in various fields... Image/video stitching is a technology for solving the field of view(FOV)limitation of images/videos.It stitches multiple overlapping images/videos to generate a wide-FOV image/video,and has been used in various fields such as sports broadcasting,video surveillance,street view,and entertainment.This survey reviews image/video stitching algorithms,with a particular focus on those developed in recent years.Image stitching first calculates the corresponding relationships between multiple overlapping images,deforms and aligns the matched images,and then blends the aligned images to generate a wide-FOV image.A seamless method is always adopted to eliminate such potential flaws as ghosting and blurring caused by parallax or objects moving across the overlapping regions.Video stitching is the further extension of image stitching.It usually stitches selected frames of original videos to generate a stitching template by performing image stitching algorithms,and the subsequent frames can then be stitched according to the template.Video stitching is more complicated with moving objects or violent camera movement,because these factors introduce jitter,shakiness,ghosting,and blurring.Foreground detection technique is usually combined into stitching to eliminate ghosting and blurring,while video stabilization algorithms are adopted to solve the jitter and shakiness.This paper further discusses panoramic stitching as a special-extension of image/video stitching.Panoramic stitching is currently the most widely used application in stitching.This survey reviews the latest image/video stitching methods,and introduces the fundamental principles/advantages/weaknesses of image/video stitching algorithms.Image/video stitching faces long-term challenges such as wide baseline,large parallax,and low-texture problem in the overlapping region.New technologies may present new opportunities to address these issues,such as deep learning-based semantic correspondence,and 3D image stitching.Finally,this survey discusses the challenges of image/video stitching and proposes potential solutions. 展开更多
关键词 Image stitching Video stitching Panoramic stitching REGISTRATION ALIGNMENT Mesh optimization Deep learning 3D stitching
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Unsupervised Oral Endoscope Image Stitching Algorithm
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作者 黄荣 常青 张扬 《Journal of Shanghai Jiaotong university(Science)》 EI 2024年第1期81-90,共10页
Oral endoscope image stitching algorithm is studied to obtain wide-field oral images through regis-tration and stitching,which is of great significance for auxiliary diagnosis.Compared with natural images,oral images ... Oral endoscope image stitching algorithm is studied to obtain wide-field oral images through regis-tration and stitching,which is of great significance for auxiliary diagnosis.Compared with natural images,oral images have lower textures and fewer features.However,traditional feature-based image stitching methods rely heavily on feature extraction quality,often showing an unsatisfactory performance when stitching images with few features.Moreover,due to the hand-held shooting,there are large depth and perspective disparities between the captured images,which also pose a challenge to image stitching.To overcome the above problems,we propose an unsupervised oral endoscope image stitching algorithm based on the extraction of overlapping regions and the loss of deep features.In the registration stage,we extract the overlapping region of the input images by sketching polygon intersection for feature points screening and estimate homography from coarse to fine on a three-layer feature pyramid structure.Moreover,we calculate loss using deep features instead of pixel values to emphasize the importance of depth disparities in homography estimation.Finally,we reconstruct the stitched images from feature to pixel,which can eliminate artifacts caused by large parallax.Our method is compared with both feature-based and previous deep-based methods on the UDIS-D dataset and our oral endoscopy image dataset.The experimental results show that our algorithm can achieve higher homography estimation accuracy,and better visual quality,and can be effectively applied to oral endoscope image stitching. 展开更多
关键词 oral endoscope image overlapping region homography estimation image stitching
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Predicting the Stitch Density of Finished Fabrics Using Weft Blended Grey Knit Fabrics
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作者 Kazi Md. Elias Mohammad Obaidur Rahman H. M. Zakir Hossain 《Journal of Textile Science and Technology》 2024年第3期51-63,共13页
Stitch density is one of the critical quality parameters of knit fabrics. This parameter is closely related to other physical quality parameters like fabric weight, fabric tightness factor, fiber types, blend ratio, y... Stitch density is one of the critical quality parameters of knit fabrics. This parameter is closely related to other physical quality parameters like fabric weight, fabric tightness factor, fiber types, blend ratio, yarn diameter and linear density, and fabric structure. Selecting stitch density (wales per inch, course per inch) is essential to getting the appropriate fabric weight and desired quality. Usually, no rules or assumptions exist to get the desired stitch density in the finished fabric stage. Fifteen types of blended knit fabrics were prepared to conduct the study. The varying percentages of cotton, polyester, and elastane are incorporated in the blends. Regression analysis and regression ANOVA tests were done to predict the stitch density of finished fabrics. A suitable regression equation is established to get the desired results. The study also found that the stitch density value in the finished stage fabric decreases by approximately 15% compared to the stitch density in the grey fabric stage. This study will help the fabric manufacturers get the finished fabric stitch density in advance by utilizing the grey fabric stitch density data set. The author expects this research to benefit the knitting and dyeing industry, new researchers, and advanced researchers. 展开更多
关键词 Wales per Inch Course per Inch stitch Density BLENDED Knit FABRIC
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A Gridless Router Based on Hierarchical PB Corner Stitching Structure
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作者 张轶谦 蔡懿慈 +2 位作者 洪先龙 张雁 谢民 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2003年第2期141-147,共7页
A multi layer gridless area router is reported.Based on corner stitching,this router adopts tile expansion to explore path for each net.A heuristic method that penalizes nodes deviating from the destination is devise... A multi layer gridless area router is reported.Based on corner stitching,this router adopts tile expansion to explore path for each net.A heuristic method that penalizes nodes deviating from the destination is devised to accelerate the algorithm.Besides,an enhanced interval tree is used to manage the intermediate data structure.In order to improve the completion rate of routing,a new gridless rip up and rerouting algorithm is proposed.The experimental results indicate that the completion rate is improved after the rip up and reroute process and the speed of this algorithm is satisfactory. 展开更多
关键词 gridless area routing rip up and reroute corner stitching structure VLSI
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Computer aided stitching approach for dental restoration models
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作者 袁天然 戴宁 +1 位作者 程筱胜 廖文和 《Journal of Southeast University(English Edition)》 EI CAS 2009年第3期330-334,共5页
According to the bio-characteristics of the lower and upper cavity surfaces of dental restoration, a stitching approach is proposed based on a virtual zipper working mechanism and a minimization of the surface total c... According to the bio-characteristics of the lower and upper cavity surfaces of dental restoration, a stitching approach is proposed based on a virtual zipper working mechanism and a minimization of the surface total curvature energy, which is used to resolve the stitching problems existing during computer-aided design for dental restorations. First, the two boundaries corresponding to the lower and upper surfaces are triangulated based on the zipper working mechanism to generate the initial stitching surface patch, of which the edges are distributed uniformly between the boundaries. Secondly, the initial stitching surface patch is subdivided and deformed to reconstruct an optimized surface patch according to the bio-characteristics of the teeth. The optimized surface patch is minimally distinguishable from the surrounding mesh in smoothness and density, and it can stitch the upper and lower cavity surfaces naturally. The experimental results show that the dental restorations obtained by the proposed method can satisfy both the shape aesthetic and the fitting accuracy, and meet the requirements of clinical oral medicine. 展开更多
关键词 dental restoration model stitching subdivision and deformation virtual zipper
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A New Method for Measuring the Stitch Length of Weft Knitted Fabric in a Static Environment
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作者 陈莉 宋广礼 《Journal of Donghua University(English Edition)》 EI CAS 2007年第3期326-328,332,共4页
It is essential to measure the stitch length of weft knitted fabric in a static environment for economy and improving productivity. The image inputted was dealt with the digital image processing techniques: the paper... It is essential to measure the stitch length of weft knitted fabric in a static environment for economy and improving productivity. The image inputted was dealt with the digital image processing techniques: the paper carried out the transformation of grey scale; then removed impurities with filtering; the characteristic of the stitch structure was abstracted by using the Fourier transform technique. To obtain the stitch length more accurately, we should establish ageometric medal of the stitch lined on the digital image processing, which provides a way to transform the stitch length in the two-dimenslon space into a three-dimension space. This study provides a new methed for measuring the stitch length without damaging the fabric. 展开更多
关键词 weft knitted fabric stitch length digitalimage processing two-dimension Fourier transformationgeometric model of the stitch
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ENDO STITCH^(TM)自动缝合器在腹腔镜下4例食管癌空肠造口术中的应用 被引量:4
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作者 张杰 潘云建 +2 位作者 陈海泉 LUKETICH James 叶挺 《肿瘤》 CAS CSCD 北大核心 2011年第9期856-858,共3页
目的:探讨ENDO STITCH?自动缝合器用于腹腔镜下食管癌空肠造口术的可行性。方法:2010年11月-2011年1月,采用ENDO STITCH?自动缝合器为4例食管癌患者行腹腔镜下空肠造口术,其中3例患者为转移性食管癌伴吞咽困难,1例为接受全腔镜食管癌根... 目的:探讨ENDO STITCH?自动缝合器用于腹腔镜下食管癌空肠造口术的可行性。方法:2010年11月-2011年1月,采用ENDO STITCH?自动缝合器为4例食管癌患者行腹腔镜下空肠造口术,其中3例患者为转移性食管癌伴吞咽困难,1例为接受全腔镜食管癌根治术患者而行空肠造口术。结果:4例患者均成功进行了空肠造口术,术中和术后均未发生严重的手术并发症。术后第1天即有肛门排气,可下床运动,术后24h开始肠内营养。术后随访结果显示,转移性食管癌患者在化疗期间均通过空肠造瘘管接受肠内营养,体质量基本保持稳定。结论:ENDO STITCH?自动缝合器应用于腹腔镜下空肠造口术是安全而可行的,适合体质较弱的食管癌患者的营养支持治疗。 展开更多
关键词 食管肿瘤 空肠造口术 腹腔镜检查 ENDOstitch^(TM)
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Stitch welding of Ti-6Al-4V titanium alloy by fiber laser 被引量:3
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作者 李翠 李斌 +3 位作者 吴泽锋 祁小勇 叶兵 王爱华 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2017年第1期91-101,共11页
Stitch welding of plate covered skeleton structure of Ti-6Al-4V titanium alloys has a variety of applications in aerospace vehicle manufacture. The laser stitch welding of Ti-6Al-4V titanium alloys was carried out by ... Stitch welding of plate covered skeleton structure of Ti-6Al-4V titanium alloys has a variety of applications in aerospace vehicle manufacture. The laser stitch welding of Ti-6Al-4V titanium alloys was carried out by a 4 kW ROFIN fiber laser. Influences of laser welding parameters on the macroscopic geometry, porosity, microstructure and mechanical properties of the stitch welded seams were investigated by digital microscope, optical microscope, scanning electron microscope and universal tensile testing machine. The results showed that the three-pipe nozzle with gas flow rate larger than 5 L/min could avoid oxidization, presenting better shielding effect in comparison with the single-pipe nozzle. Porosity formation could be suppressed with the gap between plate and skeleton less than 0.1 mm, while the existing porosity can be reduced with remelting. The maximum shear strength of stitch welding joint with minimal porosity was obtained by employing laser power of 1700 W, welding speed of 1.5 m/min and defocusing distance of +8 ram. 展开更多
关键词 Ti-6Al-4V titanium alloy fiber laser stitch welding welding parameter POROSITY
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Effect of Stitching on Plain and Open-hole Strength of CFRP Laminates 被引量:7
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作者 ZHENG Yun CHENG Xiaoquan YASIR Baig 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2012年第3期473-484,共12页
Experimental and analytical investigation is conducted to explore the effects of stitching on plain (without hole) and open-hole compressive and tensile strength of uniweave T300/QY9512 laminates under different env... Experimental and analytical investigation is conducted to explore the effects of stitching on plain (without hole) and open-hole compressive and tensile strength of uniweave T300/QY9512 laminates under different environmental conditions (20 ℃/dry and wet, 150 ℃/dry and wet). Strength performance of stitched composite laminates is also studied using finite element analysis (FEA) model and compared with the experimental results to validate the model. It is found that under similar environmental conditions, the open-hole compressive strength of stitched laminate is decreased and open-hole tensile strength increased as compared to the unstitched laminates. Predicted tensile and compressive strengths are found to be in a good agreement with the test results and the relative error in all cases is less than 15%. 展开更多
关键词 composite materials stitchING finite element method resin film infusion hygrothermal
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Automatic Seamless Stitching Method for CCD Images of Chang’E-1 Lunar Mission 被引量:6
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作者 叶梦杰 李坚 +2 位作者 梁延研 蔡占川 唐泽圣 《Journal of Earth Science》 SCIE CAS CSCD 2011年第5期610-618,共9页
A novel automatic seamless stitching method is presented. Compared to the traditional method, it can speed the processing and minimize the utilization of human resources to produce global lunar map. Meanwhile, a new g... A novel automatic seamless stitching method is presented. Compared to the traditional method, it can speed the processing and minimize the utilization of human resources to produce global lunar map. Meanwhile, a new global image map of the Moon with spatial resolution of -120 m has been completed by the proposed method from Chang'E-1 CCD image data. 展开更多
关键词 Chang'E-l selenograph CCD data processing automatic image stitching.
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A PREDICTIVE APPROACH TO THE IN-PLANE MECHANICAL PROPERTIES OF STITCHED COMPOSITE LAMINATES 被引量:5
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作者 Zhang Junqian Wei Yuqing 《Acta Mechanica Solida Sinica》 SCIE EI 2007年第2期130-140,共11页
This contribution attempts to model the alteration of the in-plane elastic properties in laminates caused by stitching, and to predict the in-plane effective tensile strength of the stitched composite laminates. The d... This contribution attempts to model the alteration of the in-plane elastic properties in laminates caused by stitching, and to predict the in-plane effective tensile strength of the stitched composite laminates. The distortion of in-plane fibers is considered to be the main cause that affects the in-plane mechanical properties. A fiber distortion model is proposed to characterize the fiber misalignment and the fiber content concentration due to stitching. The undistorted region, the fiber distortion region, the resin-rich pocket and the through-thickness reinforcement section are taken into account. The fiber misalignment and inhomogeneous fiber content due to stitching have been formulated by introducing two parameters, the distortion width and maximum misalignment. It has been found that the ply stress concentration in stitched laminates is influenced by the two concurrent factors, the stitch hole and inhomogeneous fiber content. The stitch hole brings about the stress concentration whereas the higher fiber content at the local region induced by stitching restrains the local deformation of the composite. The model is used to predict the tensile strength of the [0/45/0/-45/90/45/0/-45]58 T300/QY9512 composite laminate stitched by Kevlar 29 yarn with different stitching configurations, showing an acceptable agreement with experimental data. 展开更多
关键词 stitched composites fiber distortion in-plane elastic properties in-plane tensile strength and micromechanics
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Stitch Fix 数据驱动的服装零售公司 被引量:1
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作者 陈庆伟 李晓慧 《企业管理》 2018年第7期99-101,共3页
Stitch Fix运用大数据技术改造甚至颠覆了传统的服装零售业,其数据驱动的新零售模式,对我国正在推动的大数据战略下的商业模式创新具有借鉴意义。2011年成立于美国旧金山的Stitch Fix是一家服装零售公司,同时也是一家大数据科技公司。... Stitch Fix运用大数据技术改造甚至颠覆了传统的服装零售业,其数据驱动的新零售模式,对我国正在推动的大数据战略下的商业模式创新具有借鉴意义。2011年成立于美国旧金山的Stitch Fix是一家服装零售公司,同时也是一家大数据科技公司。除了提供自有服饰品牌外,Stitch Fix还提供700多个流行服装品牌,其商业模式充分展现了线上线下结合并以数据为驱动力的新零售业态。 展开更多
关键词 stitch FIX 服装零售 数据驱动 新零售 商业模式
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A morphology-stitching method to improve Landsat SLC-off images with stripes 被引量:2
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作者 Aghamohamadnia M Abedini A 《Geodesy and Geodynamics》 2014年第1期27-33,共7页
Stripes are artifacts in satellite images caused by various factors such as hardware defects. In some cases, these artifacts are introduced by some mitigating algorithms like Landsat SLC-off (Scan Line Corrector) ga... Stripes are artifacts in satellite images caused by various factors such as hardware defects. In some cases, these artifacts are introduced by some mitigating algorithms like Landsat SLC-off (Scan Line Corrector) gap-filling methods of LLHM (Local Linear Histogram Matching) and AWLHM (Adaptive Window Linear Histogram Matching), which leave stripes as a byproduct. To improve Landsat SLC-off images with stripes,we propose an algorithm involving some hypothetical stripe-crossing stitch lines using the mean pixel value of the stitch lines. 展开更多
关键词 SLC-off STRIPE data analysis morphology stitching LANDSAT LLHM AWLHM
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One-stitch anastomosis through the skin with bicanalicular intubation:a modified approach for repair of bicanalicular laceration 被引量:15
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作者 Hai Tao Peng Wang +3 位作者 Cui Han Jian Zhang Fang Bai Zhao-Yan He 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2013年第5期656-658,共3页
AIM:To evaluate the efficacy and safety of one-stitch anastomosis through the skin with bicanalicular silicone tube intubation in repairing of bicanalicular laceration.METHODS:The clinical data of 15 consecutive patie... AIM:To evaluate the efficacy and safety of one-stitch anastomosis through the skin with bicanalicular silicone tube intubation in repairing of bicanalicular laceration.METHODS:The clinical data of 15 consecutive patients with both superior and inferior canalicular laceration in one eye who underwent surgical repair using one-stitch anastomosis through the skin and bicanalicular stent were retrospective studied.All the operations were performed under surgical microscope,5-0 silk sutures were used and were with bicanalicular silicone tube(diameter was 8mm) intubation,for one lacerated canaliculi one-stitch anastomosis through the skin.The stents were left in place for 3 months postoperatively and then removed.The follow-up period was 3-36 months(average 14 months). RESULTS:In 15 patients,13 patients were cured entirely,1 patient was meliorated,1 patient with no effects.All patients had got good recovery of eyelid laceration with no traumatic deformity in eyelid and canthus.Complication was seen in one case,for not followed the doctor’s guidance to come back to hospital to had the suture removed on the 7thday after operation,when he came at the 15thday,the inferior canalicular wall and eyelid skin were corroded by the suture caused 2mm wound,and the inside silicone tube was exposed,a promptly repair with 10-0 nylon suture was done,the wound healed in a week.There were no early tube protrusions and punctal slits in the patients.CONCLUSION:One-stitch anastomosis through the skin with bicanalicular silicone tube intubation is a good method in repair of bicanalicular laceration in one eye,the cut ends can be anastomosed directly,and with excellent cosmetic results,it is acceptable for the patients.For there is no suture remained in the wound permanently,so there is no suture-related granuloma which may cause obstruction or stenosis of canaliculi.It is simple,economical,effective and safe. 展开更多
关键词 both superior and inferior canalicular laceration REPAIR one-stitch anastomosis through the skin bicanalicular intubation
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Underwater Terrain Image Stitching Based on Spatial Gradient Feature Block 被引量:2
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作者 Zhenzhou Wang Jiashuo Li +1 位作者 Xiang Wang Xuanhao Niu 《Computers, Materials & Continua》 SCIE EI 2022年第8期4157-4171,共15页
At present,underwater terrain images are all strip-shaped small fragment images preprocessed by the side-scan sonar imaging system.However,the processed underwater terrain images have inconspicuous and few feature poi... At present,underwater terrain images are all strip-shaped small fragment images preprocessed by the side-scan sonar imaging system.However,the processed underwater terrain images have inconspicuous and few feature points.In order to better realize the stitching of underwater terrain images and solve the problems of slow traditional image stitching speed,we proposed an improved algorithm for underwater terrain image stitching based on spatial gradient feature block.First,the spatial gradient fuzzy C-Means algorithm is used to divide the underwater terrain image into feature blocks with the fusion of spatial gradient information.The accelerated-KAZE(AKAZE)algorithm is used to combine the feature block information to match the reference image and the target image.Then,the random sample consensus(RANSAC)is applied to optimize the matching results.Finally,image fusion is performed with the global homography and the optimal seam-line method to improve the accuracy of image overlay fusion.The experimental results show that the proposed method in this paper effectively divides images into feature blocks by combining spatial information and gradient information,which not only solves the problem of stitching failure of underwater terrain images due to unobvious features,and further reduces the sensitivity to noise,but also effectively reduces the iterative calculation in the feature point matching process of the traditional method,and improves the stitching speed.Ghosting and shape warping are significantly eliminated by re-optimizing the overlap of the image. 展开更多
关键词 Underwater terrain images image stitching feature block fuzzy C-means spatial gradient information A-KAZE
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In-Plane Elastic Properties of Stitched Plain Weave Composite Laminate 被引量:2
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作者 袁丽华 梁森 闫盛宇 《Journal of Shanghai Jiaotong university(Science)》 EI 2023年第2期220-232,共13页
A representative volume element method and a novel mesomechanical-based polyline model are proposed to describe the misalignment of in-plane fibers induced by the insertion of stitch thread.A multi-scale mathematical ... A representative volume element method and a novel mesomechanical-based polyline model are proposed to describe the misalignment of in-plane fibers induced by the insertion of stitch thread.A multi-scale mathematical model of in-plane elastic parameters for stitched composite laminate is established with ply-angle and stitch parameters as well as material parameters taken into account.Based on the fabrication of specimens and the verification of experimental platform,the superposition influences of stitch on structural anisotropy are revealed by the developed theoretical model.Results indicate that the stitch orientation can increase the structural anisotropy.The decreases of stitch pitch and spacing as well as the increase of thread diameter obviously reduce the elastic and shear moduli of laminates.Furthermore,the elastic and shear moduli as well as Poisson’s ratios show sinusoidal changes with a period of 90°as the ply-angle increases.The theoretical model not only analyzes the in-plane mechanical properties of stitched laminate with ply-angle,but also lays a foundation for the dynamic studies of stitched sandwich structures with ribs in the future. 展开更多
关键词 stitched composite laminate in-plane mechanical property superposition influence ply-angle structural anisotropy
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Automatic Stitching Method for Chang'E-2 CCD Images of the Moon 被引量:1
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作者 Zhi Li Mengjie Ye +1 位作者 Zhanchuan Cai Zesheng Tang 《Journal of Earth Science》 SCIE CAS CSCD 2017年第1期168-179,共12页
The lunar map is a product of primary scientific objectives of lunar exploration. Aiming at the characteristics of the Chang'E-2 CCD data, an automatic stitching method used for 2C level CCD data from Chang'E-2 luna... The lunar map is a product of primary scientific objectives of lunar exploration. Aiming at the characteristics of the Chang'E-2 CCD data, an automatic stitching method used for 2C level CCD data from Chang'E-2 lunar mission is proposed. Combining with the image registration technique and the characteristics of Chang'E CCD images, the fast method proposed not only can overcome the contradiction of the high spatial resolution of the CCD images and the low positioning accuracy of the location coordinates, but also can speed up the processing and minimize the utilization of human resources to produce lunar mosaic map. Meanwhile, a new lunar map from 70oN to 70oS with spatial resolution of less than 10 m has been completed by the proposed method. Its average relative location accuracy of the adjacent orbits CCD image data is less than 3 pixels. 展开更多
关键词 Chang'E-2 CCD data processing automatic image stitching.
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