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基于改进YOLOv8n的施工场景下防护装备佩戴检测算法 被引量:1
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作者 李军 周科宇 +1 位作者 邹军 曾文炳 《郑州大学学报(工学版)》 北大核心 2025年第3期19-25,104,共8页
针对在施工场景中现有的防护装备检测算法存在受干扰信息影响、光照不均匀以及被作业设备遮挡等问题,提出了一种改进YOLOv8n的轻量化算法YOLO-LA。首先,将加权双向特征金字塔网络BiFPN引入颈部,通过多路径交互融合,提高底层细节和高级... 针对在施工场景中现有的防护装备检测算法存在受干扰信息影响、光照不均匀以及被作业设备遮挡等问题,提出了一种改进YOLOv8n的轻量化算法YOLO-LA。首先,将加权双向特征金字塔网络BiFPN引入颈部,通过多路径交互融合,提高底层细节和高级语义信息,增强多尺度特征融合性能,提升模型对复杂场景小目标的检测精度;其次,在基线模型中使用C2f-ContextGuided模块对骨干网络进行改造,ContextGuided模块使用全局上下文信息计算权重向量,并使用其细化局部特征和周围上下文特征的联合特征,从而提高模型的特征提取能力,并降低模型复杂度;再次,提出了一种全新的LSCD轻量化检测头,其使用共享卷积,减少模型的参数量和计算量;最后,用EIoU代替了原来的CIoU,优化边框回归,提高了算法收敛速度和回归精度。实验结果表明:YOLO-LA算法在防护装备佩戴检测中表现优异,相比基线模型YOLOv8n,参数量、计算量和模型内存分别降低了61.5%,43.2%和58.7%,同时mAP@0.5提升了1.4百分点,且FPS值为253帧/s,满足防护装备佩戴检测的实时性、准确性和轻量化要求。 展开更多
关键词 防护装备检测 BiFPN lscd EIoU损失 C2f-ContextGuided模块 模型轻量化
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基于改进YOLOv10n的电动车头盔佩戴检测算法 被引量:6
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作者 周翔 王可庆 +1 位作者 周新翔 韩基泰 《电子测量技术》 北大核心 2025年第5期40-49,共10页
针对电动车头盔佩戴检测方法存在着复杂路况下头盔小目标检测精度较低、目标相互遮挡漏检率较高、检测模型大运算复杂等问题。本研究提出一种基于改进YOLOv10n的目标检测算法,以解决在实际应用中的这些问题。首先,在MAFPN的基础上融合了... 针对电动车头盔佩戴检测方法存在着复杂路况下头盔小目标检测精度较低、目标相互遮挡漏检率较高、检测模型大运算复杂等问题。本研究提出一种基于改进YOLOv10n的目标检测算法,以解决在实际应用中的这些问题。首先,在MAFPN的基础上融合了BiFPN的优点,创新性地提出了BIMAFPN结构,提高了模型在复杂路况场景下的检测性能。其次,构建Inner-Wise-MPDIoU损失函数以替代传统的CIoU损失函数,在提高网络的检测精度的同时,还加速了模型的收敛过程。最后,引入LSCD检测头进一步减少模型参数量并提升检测性能。实验结果表明,改进模型相比于原模型在mAP@0.5精度上提升了2.7%,同时参数量降低了25%,模型大小减少了35%。本研究使用的检测方法不仅显著提高了复杂路况下的头盔检测精度,同时在兼顾轻量化的基础上保持了良好的实时性,便于将模型部署于小型嵌入式交通设备中。 展开更多
关键词 YOLOv10n 头盔佩戴检测 BIMAFPN 损失函数 lscd 模型轻量化
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自体血清联合个体化SLET手术治疗角膜化学伤后角膜缘干细胞缺乏的临床研究
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作者 高娜 田雨 《中医眼耳鼻喉杂志》 2025年第4期210-212,229,共4页
目的探讨自体血清联合个体化SLET手术治疗化学伤后角膜缘干细胞缺乏的临床疗效。方法回顾性分析2019年12月至2021年09月在成都中医药大学附属医院的采用自体血清联合个体化SLET手术治疗的10例化学伤角膜缘干细胞缺乏症患者(10只眼)的临... 目的探讨自体血清联合个体化SLET手术治疗化学伤后角膜缘干细胞缺乏的临床疗效。方法回顾性分析2019年12月至2021年09月在成都中医药大学附属医院的采用自体血清联合个体化SLET手术治疗的10例化学伤角膜缘干细胞缺乏症患者(10只眼)的临床资料,记录病因、术前检查结果、手术方式、治疗效果及术后随访情况等。结果10例患者均为青中年男性,研究纳入共10只眼,其中4只右眼(40%)、6只左眼(60%);最常见的病因为碱性物质烧伤(8例,80%),其次为酸性物质烧伤(1例,10%)、其他物质烧伤(1例,10%);其中3例患者术前诊断为睑球粘连。所有患者自眼表接触化学物质至手术时间范围为6~12月,平均9.4±3.6月。治疗后患者角膜浑浊程度、最佳矫正视力较前均有不同程度改善。其中Ⅱ、Ⅲ期角膜缘干细胞缺乏症患者术后出现并发症,即2例并发性白内障、1例睑球粘连复发、1例结膜异常增生。结论自体血清联合个体化SLET手术是治疗角膜缘干细胞缺乏症有效的治疗方案,治疗后患者角膜浑浊程度、最佳矫正视力较前均有不同程度改善。 展开更多
关键词 角膜缘干细胞缺乏 角膜缘干细胞移植 自体血清 角膜缘干细胞种植术
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改进YOLOv8的轻量化无人机航拍目标检测
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作者 严嘉旭 苏天康 宋慧慧 《计算机系统应用》 2025年第9期151-161,共11页
无人机航拍场景下的目标检测因目标尺寸小、物体间遮挡严重、尺度变化大等因素,常出现漏检与误检的问题.此外,受限于无人机平台的计算性能,实现高精度与轻量化的实时目标检测具有较大挑战.为此,本文提出了一种改进YOLOv8的轻量级目标检... 无人机航拍场景下的目标检测因目标尺寸小、物体间遮挡严重、尺度变化大等因素,常出现漏检与误检的问题.此外,受限于无人机平台的计算性能,实现高精度与轻量化的实时目标检测具有较大挑战.为此,本文提出了一种改进YOLOv8的轻量级目标检测算法.该算法采用轻量化的分割一切模型(segment anything model,SAM):MobileSAM的图像编码器作为YOLOv8的骨干网络,能够有效地提取多尺度特征,提升模型对小目标的检测效率,同时提高泛化能力,增强在不同任务和数据集上的表现.针对检测头部分,进行了轻量化设计,提出基于共享卷积与自适应特征缩放的轻量化检测头LSCD(lightweight scalable shared convolutional detection head)以减少参数量和计算开销,保持检测精度的同时降低模型参数量.最后,使用归一化高斯Wasserstein距离(normalized Gaussian Wasserstein distance,NWD)损失,提升小目标检测能力.所提算法在VisDrone-DET2019数据集上对小目标的检测精度和召回率相较于原始YOLOv8s模型有较大提升;相比于原始YOLOv8s模型,m AP50提高了3.2%,达到41.4%,且参数量减少了33.9%.在DOTA v1.0数据集上,mAP50达到48.8%,提升了8%,表明算法具有较好的泛化能力. 展开更多
关键词 无人机航拍场景 目标检测 YOLOv8 轻量化 归一化高斯Wasserstein距离 MobileSAM lscd
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腹腔镜电针Vater壶腹戳孔导管扩张术和Oddi括约肌切开术14例报告 被引量:9
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作者 陈安平 鲁美丽 +3 位作者 高珂 田刚 宋安宁 刘安 《中国内镜杂志》 CSCD 2003年第5期91-92,共2页
目的 :探讨LSCD和LST治疗Oddi括约肌狭窄的手术方法。方法 :乳头内口戳孔和导管扩张后 ,紧贴导管左缘 ,电针沿导管走行扩大切口 ,切开满意后 ,根据胆总管下端通畅程度选择即时缝合胆管切口或T形管引流。结果 :1 4例手术均获成功 (狭窄... 目的 :探讨LSCD和LST治疗Oddi括约肌狭窄的手术方法。方法 :乳头内口戳孔和导管扩张后 ,紧贴导管左缘 ,电针沿导管走行扩大切口 ,切开满意后 ,根据胆总管下端通畅程度选择即时缝合胆管切口或T形管引流。结果 :1 4例手术均获成功 (狭窄切开满意、引流通畅、黄疸消退 )。无胆漏、出血、肠穿孔和胰腺炎。术后 2~ 7d拔除腹腔引流管 ,术后 3~ 1 2d出院。本组平均手术时间 1 60min。结论 :选择合适病人 ,采用LSCD和LST治疗Oddi括约肌狭窄这一术式有效。 展开更多
关键词 腹腔镜 ODDI括约肌切开术 ODDI括约肌狭窄 lscd LST 电针
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Cell-based therapies for limbal stem cell deficiency: a literature review 被引量:1
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作者 Katherine Chen Mohammad Soleimani +3 位作者 Raghuram Koganti Kasra Cheraqpour Samer Habeel Ali R.Djalilian 《Annals of Eye Science》 2023年第2期14-25,共12页
Background and Objective:Limbal stem cell deficiency(LSCD)is characterized by the insufficiency of limbal stem cells to maintain the corneal epithelium.Severe cases of LSCD may be treated with limbal transplantation f... Background and Objective:Limbal stem cell deficiency(LSCD)is characterized by the insufficiency of limbal stem cells to maintain the corneal epithelium.Severe cases of LSCD may be treated with limbal transplantation from healthy autologous or allogeneic limbal tissue.Multiple cell-based therapies have been studied as alternative treatments to improve success rates and minimize immunosuppressive regimens after allogeneic transplants.In this review,we describe the success rates,and complications of different cell-based therapies for LSCD.We also discuss each therapy’s relative strengths and weaknesses,their history in animal and human studies,and their effectiveness compared to traditional transplants.Methods:PubMed was searched for publications using the terms LSCD,cell-based therapy,cultivated limbal epithelial transplantation(CLET),cultivated oral mucosal epithelial transplantation(COMET),and mesenchymal stem cells from 1989 to August 2022.Inclusion criteria were English language articles.Exclusion criteria were non-English language articles.Key Content and Findings:current cell-based therapies for LSCD are CLET and non-limbal epithelial cells.Non-limbal epithelial cell methods include COMET,conjunctival epithelial autografts,and mesenchymal stem/stromal cells(MSCs).Moreover,several alternative potential sources of non-limbal cells have described,including induced pluripotent stem cells(iPSCs),human embryonic stem cells(hESCs),human dental pulp stem cells,hair follicle bulge-derived epithelial stem cells,amniotic membrane epithelial cells,and human umbilical cord lining epithelial cells.Conclusions:Cell-based therapies are a promising treatment modality for LSCD.While CLET is currently the only approved cell-based therapy and is only approved in the European Union,more novel methods have also been shown to be effective in human or animal studies thus far.Non-limbal epithelial cells such as COMET are also an alternative treatment to allogeneic transplants especially as a surface stabilizing procedure.iPSCs are currently being studied in early phase trials and have the potential to revolutionize the way LSCD is treated.Lastly,cell-based therapies for restoring the limbal niche such as mesenchymal stem cells have also shown promising results in the first human proof-of-concept study.Several potential sources of non-limbal cells are under investigation. 展开更多
关键词 Limbal stem cell deficiency(lscd) cell-based therapy cultivated limbal epithelial transplantation(CLET) cultivated oral mucosal epithelial transplantation(COMET)
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A narrative review of limbal stem cell deficiency&severe ocular surface disease
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作者 Jennifer C.W.Hu Danielle Trief 《Annals of Eye Science》 2023年第3期19-32,共14页
Background and Objective:Limbal stem cell deficiency(LSCD)describes the clinical condition when there is dysfunction of the corneal epithelial stem/progenitor cells and the inability to sustain the normal homeostasis ... Background and Objective:Limbal stem cell deficiency(LSCD)describes the clinical condition when there is dysfunction of the corneal epithelial stem/progenitor cells and the inability to sustain the normal homeostasis of the corneal epithelium.The limbal stem cells are located in a specialized area of the eye called the palisades of Vogt(POV).There have been significant advances in the diagnosis and management of LSCD over the past decade and this review focuses on the pathophysiology of LSCD,its clinical manifestations,diagnosis,and causes.Methods:Papers regarding LSCD were searched using PubMed to identify the current state of diagnosis and causes of LSCD published through to June 2022.Key Content and Findings:LSCD is clinically demonstrated by a whorl-epitheliopathy,loss of the POV,and conjunctivalization of the cornea.The diagnosis of this condition is based on clinical examination and aided by the use of impression cytology,in vivo confocal microscopy,and anterior segment optical coherence tomography(asOCT).There are many causes of LSCD,but those which are most common include chemical injuries,aniridia,contact lens wear,and Stevens-Johnson syndrome(SJS).Conclusions:While this condition is most commonly encountered by corneal specialists,it is important that other ophthalmologists recognize the possibility of LSCD as it may arise in other co-morbid eye conditions. 展开更多
关键词 Limbal stem cell deficiency(lscd) chemical injury contact lens ANIRIDIA
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Limbal epithelial stem cells in corneal surface reconstruction
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作者 Li Wang Bowen Wang Hong Ouyang 《Annals of Eye Science》 2018年第1期14-21,共8页
Cornea serves as the partial front barrier and major light reflection organ of the eye.The integrity of corneal surface is essential for ocular function.Injuries or congenital diseases could significantly destruct the... Cornea serves as the partial front barrier and major light reflection organ of the eye.The integrity of corneal surface is essential for ocular function.Injuries or congenital diseases could significantly destruct the homeostasis of the ocular surface,especially the microenvironment of limbal epithelial stem cells(LESCs),and will eventually cause dysfunction of corneal regeneration and diminish of LESCs.The loss of LESCs by different reasons are named limbal stem cell deficiency(LSCD),which is one of the leading cause of vision loss worldwide.To restore the corneal surface,LESC transplantation in the form of tissue or cell cultures is currently a viable and promising method to treat LSCD.In this review,we aim to introduce the characters and niche of LESCs,and discuss different aspects of its application in cornea surface reconstruction. 展开更多
关键词 Limbal epithelial stem cells(LESCs) CORNEA limbal stem cell deficiency(lscd) stem cell transplantation
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