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Gender differences in the burden of near vision loss in China:An analysis based on GBD 2021 data
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作者 LIU Yu ZHU Liping +4 位作者 LIN Yanhui WANG Yanbing XIONG Kun LI Xuhong YAN Wenguang 《中南大学学报(医学版)》 北大核心 2025年第6期1030-1041,共12页
Objective:Near vision loss(NVL)is one of the leading causes of visual impairment worldwide,exerting a profound impact on individual quality of life and socio-economic development.This study aims to analyze the burden ... Objective:Near vision loss(NVL)is one of the leading causes of visual impairment worldwide,exerting a profound impact on individual quality of life and socio-economic development.This study aims to analyze the burden of NVL in China by sex and age groups from 1990 to 2021 and to project trends over the next 15 years.Methods:Using data from the Global Burden of Disease(GBD)2021 database,we conducted descriptive analyses of NVL prevalence in China,calculated age-standardized prevalence rates(ASPR)and age-standardized disability-adjusted life years rates(ASDR)to compare burden differences between sexes and age groups,and applied an autoregressive integrated moving average(ARIMA)model to predict NVL trends for the next 15 years.The model selection was based on best-fit criteria to ensure reliable projections.Results:From 1990 to 2021,China’s ASPR of NVL rose from 10096.24/100000 to 15624.54/100000,and ASDR increased from 101.75/100000 to 158.75/100000.In 2021,ASPR(16551.70/100000)and ASDR(167.69/100000)were higher among females than males(14686.21/100000 and 149.76/100000,respectively).China ranked highest globally in both NVL cases and disability-adjusted life years(DALYs),with female burden significantly exceeding male burden.Projections indicated this trend and sex gap will persist until 2036.Compared with 1990,the prevalence cases and DALYs increased by 239.20%and 238.82%,respectively in 2021,with the highest burden among females and the 55−59 age group.The ARIMA model predicted continued increases in prevalence and DALYs by 2036,with females maintaining a higher burden than males.Conclusion:This study reveals a marked increase in the NVL burden in China and predicts continued growth in the coming years.Public health policies should prioritize NVL prevention and control,with special attention to women and middle-aged populations to mitigate long-term societal and health impacts. 展开更多
关键词 China near vision loss Global Burden of Disease database autoregressive integrated moving average model gender differences
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Visual impairment and depression: Age-specific prevalence, associations with vision loss, and relation to life satisfaction 被引量:4
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作者 Audun Brunes Trond Heir 《World Journal of Psychiatry》 SCIE 2020年第6期139-149,共11页
BACKGROUND To our knowledge,no study has obtained specific estimates of depression for young and middle-aged adults with visual impairment(VI).As estimates of depression varies across age groups in the general populat... BACKGROUND To our knowledge,no study has obtained specific estimates of depression for young and middle-aged adults with visual impairment(VI).As estimates of depression varies across age groups in the general population,it is of interest to examine whether the same applies to adults with low vision or blindness.AIM To estimate depression prevalence and its association with VI-related characteristics and life satisfaction in adults with VI.METHODS A telephone-based cross-sectional survey was conducted between January and May 2017 in an age-stratified sample of adults who were members of the Norwegian Association of the Blind and Partially Sighted.Participants were asked questions about their sociodemographic characteristics,VI characteristics,and life satisfaction.Depression was measured with the Patient Health Questionnaire.The diagnostic scoring algorithm was used to calculate the point prevalence of depression(i.e.,major depression and other depressive disorders)across categories of gender and age(years:18-35,36-50,51-65,≥66).The associations were estimated using regression models.RESULTS Overall,736 adults participated in the study(response rate:61%).The prevalence estimates of depression varied across different age groups,ranging from 11.1%-22.8%in women and 9.4%-16.5%in men,with the highest rates for the two youngest age groups.Results from the multivariable models including sociodemographic and VI-related variables showed that losing vision late in life[Prevalence ratio(PR),1.76,95%CI:1.11,2.79]and having other impairments(PR:1.88,95%CI:1.32,2.67)were associated with higher rates of depression,whereas older age was associated with lower rates(PR:0.83,95%CI:0.74,0.93).Additionally,participants who were depressed had lower life satisfaction than those who were not depressed(adjustedβ:-2.36,95%CI:-2.75,-1.98).CONCLUSION Our findings suggest that depression in adults with VI,and especially among young and middle-aged adults,warrants greater attention by user organisations,clinicians,and healthcare authorities. 展开更多
关键词 BLINDNESS DEPRESSION Life satisfaction Major depression vision loss Visual impairment
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Visual function and biofeedback training of patients with central vision loss:a review
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作者 Yu Deng Chuan-Hong Jie +2 位作者 Jian-Wei Wang Yuan-Yuan Li Zi-Qiang Liu 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2023年第5期824-831,共8页
Older individuals with macular diseases,such as age-related macular degeneration,experience central vision loss(CVL)due to degeneration of their photoreceptors and retinal cells.Patients with CVL may experience variou... Older individuals with macular diseases,such as age-related macular degeneration,experience central vision loss(CVL)due to degeneration of their photoreceptors and retinal cells.Patients with CVL may experience various vision impairments,including of visual acuity,fixation stability,contrast sensitivity,and stereoacuity.After CVL,most patients develop a preferred retinal locus outside the affected macular region,which serves as a new visual reference.In this review,we provide an overview of the visual function and impairment in individuals with CVL.In addition,the important role of biofeedback training on the visual function and activity of individuals with CVL is also reviewed.Accordingly,the location and development of the preferred retinal loci are discussed.Finally,this review discusses how to conduct biofeedback training to treat individuals with CVL. 展开更多
关键词 central vision loss biofeedback training preferred retinal locus visual acuity macular disease
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AB031.Exploring the facilitators and barriers encountered by adults and seniors with acquired vision loss who pursue braille training
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作者 Natalie Martiniello Walter Wittich 《Annals of Eye Science》 2019年第1期206-206,共1页
Background:As the prevalence of age-related vision loss continues to increase,vision rehabilitation practitioners will encounter a growing number of older adults who experience reading-related difficulties.Braille may... Background:As the prevalence of age-related vision loss continues to increase,vision rehabilitation practitioners will encounter a growing number of older adults who experience reading-related difficulties.Braille may be considered as an alternative to sight enhancement options for clients with progressive or significant visual pathologies.However,little is known about the impact of aging on braille reading performance.The goal of this research was to explore the experiences of older adults with acquired vision loss who have learned braille later in life,and to better understand the facilitators and barriers encountered throughout this process.Methods:Qualitative interviews were conducted by telephone with 14 participants from across Canada(age 40-72,Mdn=55.5,7 female).All participants learned braille in adulthood(starting age 33-60,Mdn=46.5).Recorded interviews were transcribed verbatim and later analyzed by two independent researchers based on the phenomenological method of analysis.Results:Personal,social and environmental factors were shown to influence the braille-learning process.In particular,prior learning experiences(both positive and negative)were shown to impact both the decision to learn braille and participant training experiences.Participants highlighted the importance of perceived support from family and friends,and reactions towards braille from the general public posed a barrier to those still adjusting to vision loss.Participants also highlighted the value of knowing others who learned braille later in life.Conversely,a reoccurring environmental barrier that emerged was the perceived response from rehabilitation practitioners who believed that clients should not or could not learn braille due to their age,as well as the lack of available resources to facilitate training.Conclusions:Results highlight the need to explore the influence of stereotypes associated with aging,blindness and braille,and the degree to which this may impact opportunities for clients who may benefit from braille training.Though previous learning experiences appear to influence successful rehabilitation outcomes,these factors are not routinely considered during the braille assessment process.Our findings will therefore contribute to future research and the development of assessments to better meet the needs of older adults who pursue braille training. 展开更多
关键词 BRAILLE aging rehabilitation BLINDNESS vision loss
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Tone Task Proves Blind Hear Better--Early vision loss leads to keener hearing
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作者 Michael Hopkin 于明霞 《当代外语研究》 2004年第12期8-6,共2页
盲人音乐家的才华洋溢是纯属巧合,还是由于潜能的凝聚呢?加拿大的科学家们发现:年幼失明的盲者对于乐音变化的察觉能力确实远远强于后天失明者及普通人。
关键词 Early vision loss leads to keener hearing Tone Task Proves Blind Hear Better
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Vision care and the sustainable development goals: a brief review and suggested research agenda
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作者 Nathan Congdon Brad Wong +1 位作者 Xinxing Guo Graeme MacKenzie 《Eye Science》 2025年第2期103-110,共8页
Blindness affected 45 million people globally in 2021,and moderate to severe vision loss a further 295 million.[1]The most common causes,cataract and uncorrected refractive error,are generally the easiest to treat,and... Blindness affected 45 million people globally in 2021,and moderate to severe vision loss a further 295 million.[1]The most common causes,cataract and uncorrected refractive error,are generally the easiest to treat,and are among the most cost-effective procedures in all of medicine and international development.[1-2]Thus,vision impairment is both extremely common and,in principle,readily manageable. 展开更多
关键词 vision care CATARACT cost effective procedures uncorrected refractive error BLINDNESS moderate severe vision loss uncorrected refractive errorare sustainable development goals
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Targeting Wallerian degeneration in glaucoma
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作者 Melissa Jöe Pete A.Williams 《Neural Regeneration Research》 2026年第2期693-694,共2页
Neurodegenerative diseases account for a large and increasing health and economic burden worldwide.With an increasingly aged population,this burden is set to increase.Optic neuropathies make up a large proportion of n... Neurodegenerative diseases account for a large and increasing health and economic burden worldwide.With an increasingly aged population,this burden is set to increase.Optic neuropathies make up a large proportion of neurodegenerative diseases with glaucoma being highly prevalent.Glaucoma is characterized by the progressive dysfunction and loss of retinal ganglion cells and their axons which make up the optic nerve.It is the leading cause of irreversible vision loss and affects an estimated 80 million people.The mammalian central nervous system is non-regenerative and,once lost or injured,retinal ganglion cells cannot regenerate an axon into the optic nerve under basal conditions.Thus,strategies that provide neuroprotection to stressed,dysfunctional,or dying retinal ganglion cells are likely to be of high therapeutic and translational value.Advancing age,genetics,and elevated intraocular pressure are all major risk factors for glaucoma,however,all clinically available glaucoma treatments focus on intraocular pressure management and do not directly address the neurodegenerative component of glaucoma. 展开更多
关键词 health burden neurodegenerative diseases aged population Wallerian degeneration GLAUCOMA vision loss economic burden retinal ganglion cells their axons
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AB030.Usability of ArtontheBrain:A visual-arts based mobile health solution to promote quality of life in older adults with low vision due to age-related macular degeneration
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作者 Karine Elalouf Mariah Hogan +4 位作者 Swathi Swaminathan Navena Lingum Aviva Altschuler Kelly Murphy Walter Wittich 《Annals of Eye Science》 2019年第1期205-205,共1页
Background:Taking part in productive and enjoyable recreational activities has been shown improve quality of life for people of all ages and capabilities.However,vision loss can have a significant impact on participat... Background:Taking part in productive and enjoyable recreational activities has been shown improve quality of life for people of all ages and capabilities.However,vision loss can have a significant impact on participation in important leisure activities.This is especially the case for the elderly,whose lowered mobility is further impacted by vision loss.Technology can offer solutions to bridging some barriers caused by these deficits by bringing leisure activities to the user in the form of mobile applications.As such,the purpose of the present study was to evaluate the accessibility and usability of the ArtOnTheBrain application,a visual art based mobile health solution to promote brain health and well-being,by older adults with low vision due to age-related macular degeneration(AMD).Methods:There were a total of 16 participants(age range,65-93 years,M=79,10 males).All had a diagnosis of AMD with visual acuities in the better eye between 20/60 and 20/200.Additionally,all participants had accessed rehabilitation services and most had experience using a computer at home.Using an Apple iPad Air(2013),they were asked to interact with the ArtOnTheBrain website’s Learn(e.g.,Listen to artwork description)and Play(e.g.,complete a word-search game)features with either the Safari or Google Chrome Internet apps.Using the Concurrent Think Aloud method,participants were asked to continuously comment on their activities and experiences with the app and verbalize their internal monologue while being audio and video recorded.These recordings were later transcribed verbatim and analysed using qualitative description and thematic analysis.Results:Participants’behaviours and verbal feedback were divided based on whether they presented as barriers or facilitators.Beginning with barriers,these were mostly related to the accessibility of the visual aspects of the applications interface(i.e.,contrast and font size),whereby participants requested additional control over the magnification options,both for text as well as images of the artwork.The main facilitator was the audio option built into the Learn tab,which allowed participants to listen to the artwork descriptions.Facilitators also included the aesthetics of the app,the perceived boost in confidence in interacting with technology,and the educational and leisure benefits.Conclusions:Older adults with low vision are faced with a decreased ability to engage in leisure activities.The development of technologies aimed at increasing the accessibility of leisure activities for these individuals is an important step in increasing their quality of life.As such,despite some of the accessibility challenges,the majority of participants viewed ArtontheBrain positively.Identifying the barriers and facilitators to its use is an important step in the development of this application in order to optimize its accessibility for older adults with low vision.Future work to be done with this application will be to evaluate the cognitive impact of ArtontheBrain on low vision users. 展开更多
关键词 Quality of life leisure activities vision loss mobile health solutions
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优化ViT用于黑色素瘤分类:特征筛选与InfoNCE损失的结合
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作者 黄金杰 马媛雪 《光学精密工程》 北大核心 2025年第16期2649-2660,共12页
针对Vision Transformer(ViT)在黑色素瘤图像分类中存在的特征冗余和泛化能力不足问题,提出一种融合动态特征筛选与对比学习的改进模型,以提升分类精度与临床诊断效率。首先,设计动态特征筛选模块,通过可学习的权重矩阵自适应强化关键... 针对Vision Transformer(ViT)在黑色素瘤图像分类中存在的特征冗余和泛化能力不足问题,提出一种融合动态特征筛选与对比学习的改进模型,以提升分类精度与临床诊断效率。首先,设计动态特征筛选模块,通过可学习的权重矩阵自适应强化关键特征并抑制冗余信息;其次,引入InfoNCE对比损失函数,联合交叉熵损失构建多目标优化框架,增强类间特征区分度;最后,在多头自注意力机制中嵌入关键特征引导机制,实现局部细节与全局语义的协同建模。在ISIC2018和ISIC2019数据集上的实验结果表明:改进模型分类准确率分别达到83.27%和80.17%,较基线ViT模型提升1.83%和0.49%;消融实验验证动态筛选模块减少18.7%冗余计算量,对比学习使类内特征相似度提升23.6%。所提方法显著提高了ViT模型对黑色素瘤的识别能力,分类精度与鲁棒性优于主流模型,为皮肤癌早期诊断提供了高精度、低冗余的自动化解决方案,具有一定的临床实用价值。 展开更多
关键词 图像分类 特征筛选 InfoNCE损失函数 ViT模型
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Neuronal intranuclear inclusion disease with sudden visual impairment
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作者 Lili Liu Juanjuan Chen +3 位作者 Zhijian Lin Jun Hu Yunong Li Fenli Zhou 《Journal of Neurorestoratology》 2025年第3期56-60,共5页
Here we report a case of a 67-year-old female patient who presented with headache,limb tremors,and acute complete vision loss.Physical examination revealed bilateral miosis,and diffusion-weighted imaging sequences sho... Here we report a case of a 67-year-old female patient who presented with headache,limb tremors,and acute complete vision loss.Physical examination revealed bilateral miosis,and diffusion-weighted imaging sequences showed mild diffusion restriction in the subcortical regions of both occipital lobes.Genetic results revealed 85 GGC repeats in the 50-untranslated region of the NOTCH2NLC gene.The therapeutic effect of dexamethasone and acyclovir was minimal.NIID must be considered in patients with acute onset and various clinical manifestations and imagingfindings similar to encephalitis.We hope that our case presentation will enhance clinicians’awareness of NIID. 展开更多
关键词 Neuronal intranuclear inclusion disease vision loss DIAGNOSIS NOTCH2NLC Diffusion-weighted image
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Central retinal artery occlusion,a non-negligible thrombotic ocular complication of pediatric venoarterial extracorporeal membrane oxygenation:a case report
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作者 Zhi-Bing Zhang Xian Zhang +1 位作者 Hong Yang Bo Chen 《International Journal of Ophthalmology(English edition)》 2025年第11期2210-2212,共3页
Central retinal artery occlusion(CRAO)is an acute ophthalmic emergency,characterized by sudden vision loss due to retinal ischemia in areas corresponding to arterial occlusion sites.Diagnosis primarily relies on fundu... Central retinal artery occlusion(CRAO)is an acute ophthalmic emergency,characterized by sudden vision loss due to retinal ischemia in areas corresponding to arterial occlusion sites.Diagnosis primarily relies on fundus fluorescein angiography(FFA)and optical coherence tomography(OCT),which show delayed retinal artery filling time hours to days after occlusion and increased hyperreflectivity of the inner retina. 展开更多
关键词 optical coherence tomography oct which Venoarterial extracorporeal membrane oxygenation fundus fluorescein angiography ffa Central retinal artery occlusion retinal ischemia arterial occlusion central retinal artery occlusion crao vision loss
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合并嗜酸性粒细胞增多,出现Purtscher样视网膜病变的非典型溶血性尿毒症一例
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作者 梅琦敏 戴佳原 +2 位作者 刘业成 沈敏 朱华栋 《协和医学杂志》 北大核心 2025年第1期256-262,共7页
非典型溶血性尿毒症(atypical hemolytic uremic syndrome,aHUS)是一种由补体异常所引发的罕见病,临床表现以微血管病性溶血性贫血、血小板减少症和急性肾损伤为主要特征。本文报道1例以严重肾功能不全伴双眼视力急进性下降起病的患者,... 非典型溶血性尿毒症(atypical hemolytic uremic syndrome,aHUS)是一种由补体异常所引发的罕见病,临床表现以微血管病性溶血性贫血、血小板减少症和急性肾损伤为主要特征。本文报道1例以严重肾功能不全伴双眼视力急进性下降起病的患者,病程中出现嗜酸性粒细胞增多症,排除其他疾病后诊断为aHUS。予以激素治疗后嗜酸性粒细胞降至正常,血浆置换联合依库珠单抗治疗后肾脏功能趋于稳定,血小板恢复正常,但视力无明显改善。本文回顾该患者的诊治历程并结合文献复习,以期为临床医师提供借鉴。 展开更多
关键词 非典型溶血尿毒综合征 嗜酸性粒细胞增多症 肾功能不全 视力下降
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基于深度学习的双目立体匹配研究进展与分析
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作者 洪岩 赵起 +3 位作者 曹越 何超 张聪炫 陈震 《南昌航空大学学报(自然科学版)》 2025年第1期1-19,107,共20页
传统立体匹配算法通过匹配人工设计的特征描述来实现,但对遮挡、弱纹理及重复纹理及边缘等区域的计算效果并不理想。近年来,基于深度学习的立体匹配算法研究成为该领域的主流方向,且在算法性能及鲁棒性上均得到较大提升。为了系统梳理... 传统立体匹配算法通过匹配人工设计的特征描述来实现,但对遮挡、弱纹理及重复纹理及边缘等区域的计算效果并不理想。近年来,基于深度学习的立体匹配算法研究成为该领域的主流方向,且在算法性能及鲁棒性上均得到较大提升。为了系统梳理基于深度学习的立体匹配算法的研究现状与发展趋势,对立体匹配算法原理、传统立体匹配算法、基于深度学习的端到端及非端到端的立体匹配算法进行介绍,并对相关训练方法、损失函数及常用公开数据集进行总结,同时在常用数据集上对各类代表性算法进行对比分析,最后对立体匹配算法将面临的挑战和未来发展方向进行讨论。 展开更多
关键词 立体匹配 深度学习 计算机视觉 损失函数 数据集
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两例单眼无痛性视力下降患者的临床分析及文献回顾
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作者 潘媛 陈晓卿 梁丹 《眼科学报》 2025年第8期636-644,共9页
本文报告2例单眼无痛性视力下降病例。病例1为47岁男性,表现为右眼亚急性视力下降,伴视盘水肿及黄斑区星芒状渗出,血清汉塞巴尔通体(Bartonella henselae)IgG抗体阳性(滴度为1:256),结合猫接触史及跳蚤叮咬史,诊断为猫抓病相关视神经视... 本文报告2例单眼无痛性视力下降病例。病例1为47岁男性,表现为右眼亚急性视力下降,伴视盘水肿及黄斑区星芒状渗出,血清汉塞巴尔通体(Bartonella henselae)IgG抗体阳性(滴度为1:256),结合猫接触史及跳蚤叮咬史,诊断为猫抓病相关视神经视网膜炎。经口服多西环素联合球周注射曲安奈德治疗后,视力显著恢复至1.0。病例2为33岁男性,表现为右眼急性视野缺损伴轻度视力下降,视盘水肿伴出血及棉绒斑。血清学检查结果显示汉塞巴尔通体IgG阳性(滴度为1:256)及梅毒螺旋体颗粒凝集试验(treponema pallidum particle agglutination assay,TPPA)(+);甲苯胺红不加热血清试验(toluidine red unheated serum test,TRUST)(+)。初始经验性抗猫抓病(多西环素+利福平)及抗梅毒(苄星青霉素)治疗无效,视力持续下降。随访1个月时光学相干断层扫描(optical coherence tomography,OCT)显示视盘周围视网膜色素上皮(retinal pigment epithelium,RPE)局灶性钉状突起,符合梅毒眼部特征性改变,结合患者抗汉塞巴尔通体治疗反应不佳,最终修正诊断为梅毒性视神经病变。继续驱梅治疗后视力稳定于0.63,但遗留视神经萎缩。2例病例提示感染性视神经病变的诊断需综合病史、临床表现、辅助检查、治疗反应及特征性体征进行鉴别,尤其需审慎解读汉塞巴尔通体抗体血清学阳性结果。 展开更多
关键词 无痛性视力下降 视盘水肿 感染 汉塞巴尔通体 猫抓病 梅毒
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FA-YOLOv7:水面垃圾小目标检测算法
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作者 徐守坤 龚研 李宁 《计算机工程与设计》 北大核心 2025年第8期2328-2334,共7页
为解决水面垃圾检测中小目标比例高、易受光照及环境噪声影响的问题,提出一种基于YOLOv7的改进型检测算法FA-YOLOv7。构建一个上下文信息感知模块(GCFA),解决小目标环境语境信息缺失的难题;引进深度噪声抑制模块(DNSM),降低环境噪声对... 为解决水面垃圾检测中小目标比例高、易受光照及环境噪声影响的问题,提出一种基于YOLOv7的改进型检测算法FA-YOLOv7。构建一个上下文信息感知模块(GCFA),解决小目标环境语境信息缺失的难题;引进深度噪声抑制模块(DNSM),降低环境噪声对检测精度的影响;为增强模型训练的稳定性和提高收敛速度,采用联合回归损失函数。通过水面垃圾检测实际应用的测试,验证了该方案的准确性与有效性。 展开更多
关键词 计算机视觉 小目标检测 水面漂浮垃圾 自注意力机制 损失函数 噪声抑制 深度学习
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基于视觉的人体动作质量评价研究综述 被引量:2
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作者 沈媛媛 张燕明 沈燕飞 《自动化学报》 北大核心 2025年第2期404-426,共23页
基于视觉的人体动作质量评价利用计算机视觉相关技术自动分析个体运动完成情况,并为其提供相应的动作质量评价结果.这已成为运动科学和人工智能交叉领域的一个热点研究问题,在竞技体育、运动员选材、健身锻炼、运动康复等领域具有深远... 基于视觉的人体动作质量评价利用计算机视觉相关技术自动分析个体运动完成情况,并为其提供相应的动作质量评价结果.这已成为运动科学和人工智能交叉领域的一个热点研究问题,在竞技体育、运动员选材、健身锻炼、运动康复等领域具有深远的理论研究意义和很强的实用价值.本文将从数据获取及标注、动作特征表示、动作质量评价3个方面对涉及到的技术进行回顾分析,对相关方法进行分类,并比较分析不同方法在AQA-7、JIGSAWS、EPIC-Skills 2018三个数据集上的性能.最后讨论未来可能的研究方向. 展开更多
关键词 动作质量 评价 计算机视觉 信息获取 特征表示 损失函数
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多维度跨模态协同的无参考点云质量评价
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作者 翟晋赫 张滢雪 司占军 《印刷与数字媒体技术研究》 北大核心 2025年第5期101-110,194,共11页
针对现有点云质量评价方法出现的多维度视觉特征融合不充分、跨模态语义对齐不足等问题,本研究提出了一种融合多维度视觉特征与文本语义的无参考点云质量评价框架TriCMA-PCQA。首先,设计了三分支结构,从点云投影图像和点云模型中分别提... 针对现有点云质量评价方法出现的多维度视觉特征融合不充分、跨模态语义对齐不足等问题,本研究提出了一种融合多维度视觉特征与文本语义的无参考点云质量评价框架TriCMA-PCQA。首先,设计了三分支结构,从点云投影图像和点云模型中分别提取纹理、深度和几何3个维度互补的视觉特征,构建多维度质量表征;随后,设计了多维度特征协同注意力机制,实现纹理-深度-几何特征的跨维度交互,增强视觉特征的判别能力与语义表达力;其次,引入文本模态的语义引导,通过可学习的动态文本提示生成质量描述特征,在共同语义空间中对齐文本语义特征与多维度视觉特征,增强模型对人类主观感知机制的模拟能力;最后,在EMD损失基础上融合分位数损失、对比损失及排序损失共同构建混合损失函数,自适应平衡多任务训练目标。实验结果表明,TriCMA-PCQA在SJTU-PCQA和LS-PCQA数据集上性能优于现有方法,与主观质量具有良好的相关性,可为三维内容生成与处理提供可靠的量化评价工具。 展开更多
关键词 无参考点云质量评价 多维度协同注意力 视觉-文本跨模态对齐 混合损失
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融合自注意力与局部特征的遮挡行人重识别
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作者 王星月 任洪娥 陶锐 《哈尔滨理工大学学报》 北大核心 2025年第3期24-31,共8页
遮挡行人重识别(Re ID)是一项旨在将遮挡人物图像与整体图像进行匹配的人物检索任务。为了解决遮挡问题,基于局部特征的方法已经被证明是有效的,因为它们提供了小粒度的信息,并且非常适合表示部分可见的人体。针对基于局部的模型训练存... 遮挡行人重识别(Re ID)是一项旨在将遮挡人物图像与整体图像进行匹配的人物检索任务。为了解决遮挡问题,基于局部特征的方法已经被证明是有效的,因为它们提供了小粒度的信息,并且非常适合表示部分可见的人体。针对基于局部的模型训练存在的两个挑战:身体部位外观不像全局外观那样具有可辨别性与身体部位错位。LGFNet(local-global feature Net),基于自注意力机制,生成感受野大小自行调整的空间注意力图,进行全局-局部特征联合学习。LGFNet在Market-1501数据集上,Rank-1为95.2%,m AP为86.5%。在Duke MTMC-reID数据集上Rank-1为90.2%,m AP为80.3%。在Occluded-Duke数据集上Rank-1为71.5%,m AP为60.9%。相较同类方法,准确率方面取得了显著提升。 展开更多
关键词 遮挡行人重识别 计算机视觉 自注意机制 局部特征 三元组损失
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基于GBD 2021的中国儿童青少年失明和视力损害疾病负担变化趋势及预测研究
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作者 贺鹏媛 张健 +4 位作者 高瑞 宋海青 刘虹 吴晓彤 白亚亚 《转化医学杂志》 2025年第8期120-125,共6页
目的分析1990至2021年中国儿童青少年(0~19岁)失明和视力损害(BVL)3种亚型疾病(屈光不正、近视力下降、其他视力损害)的负担变化趋势,并预测2022至2050年中国儿童青少年BVL的年龄标准化伤残调整寿命年率(ASDR),为我国儿童青少年BVL疾病... 目的分析1990至2021年中国儿童青少年(0~19岁)失明和视力损害(BVL)3种亚型疾病(屈光不正、近视力下降、其他视力损害)的负担变化趋势,并预测2022至2050年中国儿童青少年BVL的年龄标准化伤残调整寿命年率(ASDR),为我国儿童青少年BVL疾病医疗资源的合理分配和公共卫生政策的制订提供依据。方法使用全球疾病负担2021数据库提取1990至2021年中国儿童青少年不同性别和年龄组的BVL疾病患病率、伤残调整寿命年(DALY)数据,采用回归模型计算BVL的年龄标准化患病率(ASPR)和ASDR的年度变化百分比(APC)和平均APC(AAPC),分析其长期变化趋势。通过贝叶斯年龄-时期-队列模型预测2022至2050年中国儿童青少年BVL的ASDR变化情况。结果1990至2021年中国儿童青少年屈光不正的ASPR和ASDR呈显著上升趋势,近视力下降和其他视力损害负担显著下降。2021年中国儿童青少年屈光不正、近视力下降和其他视力损害的ASPR分别为760.12/10万、1188.63/10万和69.78/10万,ASDR分别为28.13/10万、12.45/10万和6.54/10万。与1990年比较,2021年屈光不正的ASPR和ASDR分别上升12.95%和13.84%,近视力下降的ASPR和ASDR分别下降6.77%和6.67%,其他视力损害的ASPR和ASDR分别总体下降6.79%和8.53%。1990至2021年屈光不正的ASPR和ASDR的AAPC分别为0.41%、0.43%,近视力下降的ASPR和ASDR的AAPC分别为-0.23%、-0.22%,其他视力损害的ASPR和ASDR的AAPC分别为-0.26%、-0.35%。预测2050年中国儿童青少年屈光不正的ASDR整体呈下降趋势,较2021年女性和男性分别下降约38.85%、15.32%;近视力下降和其他视力损害的ASDR呈上升趋势,近视力下降较2021年女性和男性分别上升约2.32%、5.61%,其他视力损害较2021年女性和男性分别上升约102.75%、247.35%。结论1990至2021年中国儿童青少年BVL 3种亚型疾病负担女性整体高于男性,其中近视力下降的患病率最高,屈光不正的DALY率最高,其他视力损害在患病率和DALY率中均最低。屈光不正的患病率和疾病负担呈显著上升趋势,近视力下降和其他视力损害负担显著下降。因此,未来应高度重视儿童青少年屈光不正的防治和筛查工作,进一步加强儿童青少年近视力下降的防控策略,全方位护理干预其他视力损害对儿童青少年造成的严重影响。 展开更多
关键词 失明和视力损害 屈光不正 近视力下降 其他视力损害 儿童青少年 疾病负担 贝叶斯年龄-时期-队列模型
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基于改进的YOLOv7小目标检测算法 被引量:1
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作者 鞠伟强 曹立华 《计算机工程与设计》 北大核心 2025年第1期145-151,共7页
为提高小目标的检测精度,提出一种基于改进的YOLOv7的目标检测算法(SM-YOLOv7)。使用Swin Transformer(STR)模块替换主干特征提取网络中的E-ELEN模块,将SPPCSPC网络改进为SPPCSPF网络,在预测部分增加小目标检测头,设计MPC3模块避免网络... 为提高小目标的检测精度,提出一种基于改进的YOLOv7的目标检测算法(SM-YOLOv7)。使用Swin Transformer(STR)模块替换主干特征提取网络中的E-ELEN模块,将SPPCSPC网络改进为SPPCSPF网络,在预测部分增加小目标检测头,设计MPC3模块避免网络定位空间信息丢失。通过NWD代替YOLOv7网络模型中的CIoU损失函数,输出端采用SE-Net注意力机制。在Okahublot公开的FloW-Img数据集上验证,实验结果表明,SM-YOLOv7平均精度均值mAP为84.8%,相比基线YOLOv7网络模型提升了6.6%,检测性能优于原网络模型与传统经典目标检测网络模型。 展开更多
关键词 小目标检测 YOLOv7网络模型 损失函数 深度学习 机器视觉 SE-Net注意力机制 Swin Transformer
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