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Branch retinal vein thrombosis and visual loss probably associated with pegylated interferon therapy of chronic hepatitis C
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作者 Luciana Lofego Gonalves Alberto Queiroz Farias +2 位作者 Patrícia Lofego Gonalves Elbio Antonio D'Amico Flair José Carrilho 《World Journal of Gastroenterology》 SCIE CAS CSCD 2006年第28期4602-4603,共2页
Ophthalmological complications with interferon therapy are usually mild and reversible, not requiring the withdrawal of the treatment. We report a case of a patient who had visual loss probably associated with interfe... Ophthalmological complications with interferon therapy are usually mild and reversible, not requiring the withdrawal of the treatment. We report a case of a patient who had visual loss probably associated with interferon therapy. Chronic hepatitis C virus infection (genotype la) was diagnosed in a 33-year old asymptomatic man. His past medical history was unremarkable and previous routine ophthalmologic check-up was normal. Pegylated interferon alpha and ribavirin were started. Three weeks later he reported painless reduction of vision. Ophthalmologic examination showed extensive intraretinal hemorrhages and cottonwool spots, associated with inferior branch retinal vein thrombosis. Antiviral therapy was immediately discontinued, but one year later he persists with severely decreased visual acuity. This case illustrates the possibility of unpredictable and severe complications during pegylated interferon therapy. 展开更多
关键词 Hepatitis C INTERFERON visual loss
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Acute postoperatory visual loss following bilateral lung transplantation surgery:a case series
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作者 Rosa Gutierrez-Bonet Jorge Ruiz-Medrano +2 位作者 Maria Alarcon-Tomas Mónica Hijos Pilar Cifuentes-Canorea 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2017年第5期822-825,共4页
Dear Editor,I am Rosa Gutiérrez Bonet,former ophthalmology resident at Puerta de Hierro University Hospital,Madrid,Spain.I write to present four cases of cortical blindness(CB)after bilateral lung transplant(L... Dear Editor,I am Rosa Gutiérrez Bonet,former ophthalmology resident at Puerta de Hierro University Hospital,Madrid,Spain.I write to present four cases of cortical blindness(CB)after bilateral lung transplant(LT). 展开更多
关键词 LUNG Acute postoperatory visual loss following bilateral lung transplantation surgery a case series CASE
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Ecstasy-induced optic disc swelling and consequent visual loss
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作者 Michaela Ramsauer Stephan Thurau +1 位作者 Siegfried Priglinger Efstathios Vounotrypidis 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2020年第3期520-522,共3页
Dear Editor,We present the first reported case of unilateral optic disc swelling with subsequent persistent loss of vision triggered by ecstasy consumption in the case of a young man.Ecstasy is one of the most commonl... Dear Editor,We present the first reported case of unilateral optic disc swelling with subsequent persistent loss of vision triggered by ecstasy consumption in the case of a young man.Ecstasy is one of the most commonly consumed recreational drugs among young adults.Its main constituent and active substance is 3,4-methylenedioxymethamphetamine(MDMA). 展开更多
关键词 ECSTASY optic disc swelling visual loss
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Macular Perfusion Changes and Ganglion Cell Complex Loss in Patients with Silicone Oil-related Visual Loss 被引量:10
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作者 MA Ya ZHU Xiao Qing PENG Xiao Yan 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2020年第3期151-157,共7页
Objective The aim of this study was to investigate macular perfusion changes and ganglion cell complex(GCC)loss in patients with unexplained visual loss following vitrectomy and silicone oil(SO)tamponade,and to evalua... Objective The aim of this study was to investigate macular perfusion changes and ganglion cell complex(GCC)loss in patients with unexplained visual loss following vitrectomy and silicone oil(SO)tamponade,and to evaluate the correlation between retinal blood flow and GCC loss using optical coherence tomography angiography(OCTA)and optical coherence tomography(OCT).Methods This retrospective study included seven eyes(seven patients)with unexpected visual loss after vitrectomy and SO tamponade.OCTA was used to evaluate the alterations in retinal vessel density(VD)in the superficial capillary plexus(SCP),deep capillary plexus(DCP),and radial peripapillary capillary plexus(RPCP).OCT was used to measure the thickness of GCC and retinal nerve fiber layer(RNFL).Medical records of patients were reviewed.Results Quantitative analysis of OCTA images revealed a significant reduction in SCP VD in the affected eyes compared with the controls(all sections P<0.05).No difference was found in GCC thickness,but FLV(focal loss volume)and GLV(global loss volume)were significantly higher in the affected eyes(both P<0.001).SCP VD was inversely correlated with FLV and GLV.Conclusions Silicone oil-related severe visual loss was associated with superficial retinal microvasculature damage and ganglion cell apoptosis. 展开更多
关键词 SILICONE oil visual loss Optical coherence tomography ANGIOGRAPHY GANGLION cell complex
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Perioperative visual loss after spine surgery 被引量:8
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作者 Travis J Nickels Mariel R Manlapaz Ehab Farag 《World Journal of Orthopedics》 2014年第2期100-106,共7页
Perioperative visual loss(POVL) is an uncommon, but devastating complication that remains primarily associated with spine and cardiac surgery. The incidence and mechanisms of visual loss after surgery remain difficult... Perioperative visual loss(POVL) is an uncommon, but devastating complication that remains primarily associated with spine and cardiac surgery. The incidence and mechanisms of visual loss after surgery remain difficult to determine. According to the American Society of Anesthesiologists Postoperative Visual Loss Registry, the most common causes of POVL in spine procedures are the two different forms of ischemic optic neuropathy: anterior ischemic optic neuropathy and posterior ischemic optic neuropathy, accounting for 89% of the cases. Retinal ischemia, cortical blindness, and posterior reversible encephalopathy are also observed, but in a small minority of cases. A recent multicenter case control study has identified risk factors associated with ischemic optic neuropathy for patients undergoing prone spinal fusion surgery. These include obesity, male sex, Wilson frame use, longer anesthetic duration, greater estimated blood loss, and decreased percent colloid administration. These risk factors are thought to contribute to the elevation of venous pressure and interstitial edema, resulting in damage to the optic nerve by compression of the vessels that feed the optic nerve, venous infarction or direct mechanical compression. This review will expand on these findings as well as the recently updated American Society of Anesthesiologists practice advisory on POVL. There are no effectivetreatment options for POVL and the diagnosis is often irreversible, so efforts must focus on prevention and risk factor modification. The role of crystalloids versus colloids and the use of α-2 agonists to decrease intraocular pressure during prone spine surgery will also be discussed as a potential preventative strategy. 展开更多
关键词 PERIOPERATIVE visual loss Ischemic optic NEUROPATHY Central retinal artery occlusion Cortical BLINDNESS POSTERIOR reversible ENCEPHALOPATHY Spine surgery PRONE positioning
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Visual Loss after Cardiopulmonary Bypass (CABG) for Coronary Artery Disease: A Report of Case
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作者 Christos Simoglou Fotios Konstantinou +2 位作者 Dimitrios Mikroulis Savvas Elefteriadis Georgios Bougioukas 《World Journal of Cardiovascular Surgery》 2015年第5期45-48,共4页
We are reporting a 59-year-old male who presented with features of bilateral anterior ischaemic optic neuropathy after coronary artery bypass grafting. Postoperative vision loss after major nonocular surgery is a very... We are reporting a 59-year-old male who presented with features of bilateral anterior ischaemic optic neuropathy after coronary artery bypass grafting. Postoperative vision loss after major nonocular surgery is a very rare but devastating complication since it has the potential to cause bilateral, severe and permanent loss of vision. 展开更多
关键词 CARDIOPULMONARY BYPASS visual loss Ophthalmological Test Cross-Clamp EXTRACORPOREAL Circulation
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Bruch's membrane opening-minimum rim width and visual field loss in glaucoma:a broken stick analysis 被引量:1
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作者 Keun-Heung Park Ji-Woong Lee +2 位作者 Jin-Mi Kim Kouros Nouri-Mahdavi Joseph Caprioli 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2018年第5期828-834,共7页
AIM:To determine the Bruch's membrane opening-minimum rim width(BMO-MRW) tipping point where corresponding visual field(VF) damages become detectable.METHODS:A total of 85 normal subjects and 83 glaucoma patie... AIM:To determine the Bruch's membrane opening-minimum rim width(BMO-MRW) tipping point where corresponding visual field(VF) damages become detectable.METHODS:A total of 85 normal subjects and 83 glaucoma patients(one eye per participant) were recruited for the study.All of the patients had VF examinations and spectral-domain optical coherence tomography to measure the BMO-MRW.Total deviation values for 52 VF points were allocated to the corresponding sector according to the Garway-Heath distribution map.To evaluate the relationship between VF loss and BMOMRW measurements,a "broken-stick" statistical model was used.The tipping point where the VF values started to sharply decrease as a function of BMO-MRW measurements was estimated and the slopes above and below this tipping point were compared.RESULTS:A 25.9% global BMO-MRW loss from normative value was required for the VF loss to be detectable.Sectorally,substantial BMO-MRW thinning in inferotemporal sector(33.1%) and relatively less BMO-MRW thinning in the superotemporal sector(8.9%) were necessary for the detection of the VF loss.Beyond the tipping point,the slopes were close to zero throughout all of the sectors and the VF loss was unrelated to the BMO-MRW loss.The VF loss was related to the BMO-MRW loss below the tipping point.The difference between the two slopes was statistically significant(P≤0.002).CONCLUSION:Substantial BMO-MRW loss appears to be necessary for VF loss to be detectable in patients with open angle glaucoma with standard achromatic perimetry. 展开更多
关键词 Bruch's membrane opening-minimum rim width visual field loss structure function relationship broken stick model optical coherence tomography
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Impact of binocular visual field loss on driving performance in glaucoma patients
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作者 Zhen-Ying Jiang Jing Chen +1 位作者 Jing Yao Shao-Hong Qian 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2021年第1期112-119,共8页
AIM:To evaluate the driving performance in young and middle-aged Chinese glaucoma patients with mild to severe visual field loss compared to those without glaucoma by using a driving simulation test.METHODS:Twenty-nin... AIM:To evaluate the driving performance in young and middle-aged Chinese glaucoma patients with mild to severe visual field loss compared to those without glaucoma by using a driving simulation test.METHODS:Twenty-nine participants were included in this study:nine patients with glaucoma but pass the binocular Esterman visual field test,ten patients with glaucoma and fail the binocular Esterman visual field test,and ten age-matched healthy controls.A driving simulation test was designed as a frequency-based analysis of a lanekeeping task.The total performance error,the controlresponse amplitude and delay were calculated.RESULTS:Esterman visual field test fail group showed the longest delay of control-response among three groups(P=0.02).And the delay in lane-keeping task was significantly associated with inferior field of better-eye(r=0.51,P=0.004)and integrated visual field(r=0.55,P=0.002).CONCLUSION:Young and middle-aged glaucoma patients with binocular visual field loss suffered from a longer delay of response in driving simulation test,while inferior visual field having more impact than superior visual field. 展开更多
关键词 driving simulation binocular visual field loss GLAUCOMA young middle-aged
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Calculation and Management for Mining Loss and Dilution under 3D Visualization Technical Condition 被引量:3
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作者 Weijing Wang Shaofeng Huang +1 位作者 Xiaobo Wu Qingfei Ma 《Journal of Software Engineering and Applications》 2011年第5期329-334,共6页
The mining loss rate and dilution rate are the key indicators for the mining technology and management level of mining enterprises. Aiming at the practical problems such as the large workload but inaccurate data of th... The mining loss rate and dilution rate are the key indicators for the mining technology and management level of mining enterprises. Aiming at the practical problems such as the large workload but inaccurate data of the traditional loss and dilution calculation method, this thesis introduces the operating principle and process of calculating the loss rate and dilution rate at the mining fields by adopting geological models. As an example, authors establishes 3D models of orebody units in the exhausted area and mining fields in Yangshu Gold Mine in Liaoning Province, and conduct Boolean calculation among the models to obtain the calculation parameters of loss and dilution, and thereby calculate out the dilution rate and loss rate of the mining fields more quickly and accurately. 展开更多
关键词 CALCULATION and MANAGEMENT MINING loss and DILUTION 3D visualization INTRODUCTION
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Haemorrhagic retinopathy with subfoveal haemorrhage following endoscopic spine surgery:a case report
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作者 Nor Azimah Abd Aziz Nurliyana Ain Abdul Ghani +1 位作者 Chee Wai Yip Shelina Oli Mohamed 《International Journal of Ophthalmology(English edition)》 2025年第12期2397-2399,共3页
Dear Editor,We present a rare case of postoperative visual loss attributed to haemorrhagic retinopathy with delayed presentation following an uncomplicated unilateral biportal endoscopic L5S1 rhizolysis.Postoperative ... Dear Editor,We present a rare case of postoperative visual loss attributed to haemorrhagic retinopathy with delayed presentation following an uncomplicated unilateral biportal endoscopic L5S1 rhizolysis.Postoperative visual loss is a rare but devastating complication following spinal surgery^([1-2]).Recognised causes include ischemic optic neuropathy,occlusive vasculopathy and cortical blindness^([1]).Bilateral haemorrhagic retinopathy is an uncommon complication mentioned in the literature. 展开更多
关键词 endoscopic spine surgery haemorrhagic retinopathy postoperative visual loss ischemic optic neuropathyocclusive vasculopathy cortical blindness bilateral haemorrhagic retinopathy visual loss spinal surgery recognised subfoveal haemorrhage
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Delayed Visual Recovery from Optic Nerve Injury Following a Procedure of Orbital Wall Reconstruction
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作者 Chengzhe Wu Yingjun Li +1 位作者 Xun Cui Zhengri Li 《Journal of Biosciences and Medicines》 2020年第1期38-41,共4页
The acute onset of the vision loss by optic never injury following orbital wall reconstruction, has been reported in 0.5% - 5.0% of the cases. Visual impairment can be recovered within an early period after injury. De... The acute onset of the vision loss by optic never injury following orbital wall reconstruction, has been reported in 0.5% - 5.0% of the cases. Visual impairment can be recovered within an early period after injury. Delayed visual recovery from optic nerve injury during a procedure of orbital wall reconstruction has not been reported. We report a case of delayed recovery from optic nerve injury which occurred following orbital wall reconstruction. A 78-year-old man underwent orbital wall reconstruction for medial wall fracture and resulting enophthalmos in the right eye, one week after a traffic accident. Immediate after surgery, postoperative visual acuity in the right eye decreased to light perception, and relative afferent pupillary defect (RAPD) was detected. In spite of mega-dose steroid treatment, the visual acuity did not improve. However, 8 months after surgery, visual acuity began to recover to 0.1, and the degree of RAPD decreased. Twelve months after surgery, visual acuity in the right eye was 0.4, and pupillary light reflex was normal. Our report suggests that patients with optic neuropathy by surgery or trauma require long-term follow-up, regardless of early response to mega-dose steroid treatment. 展开更多
关键词 visual loss DELAYED visual Recovery Optic NERVE Injury Mega-Dose STEROID
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Application of Weighted Cross-Entropy Loss Function in Intrusion Detection 被引量:3
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作者 Ziyun Zhou Hong Huang Binhao Fang 《Journal of Computer and Communications》 2021年第11期1-21,共21页
The deep learning model is overfitted and the accuracy of the test set is reduced when the deep learning model is trained in the network intrusion detection parameters, due to the traditional loss function convergence... The deep learning model is overfitted and the accuracy of the test set is reduced when the deep learning model is trained in the network intrusion detection parameters, due to the traditional loss function convergence problem. Firstly, we utilize a network model architecture combining Gelu activation function and deep neural network;Secondly, the cross-entropy loss function is improved to a weighted cross entropy loss function, and at last it is applied to intrusion detection to improve the accuracy of intrusion detection. In order to compare the effect of the experiment, the KDDcup99 data set, which is commonly used in intrusion detection, is selected as the experimental data and use accuracy, precision, recall and F1-score as evaluation parameters. The experimental results show that the model using the weighted cross-entropy loss function combined with the Gelu activation function under the deep neural network architecture improves the evaluation parameters by about 2% compared with the ordinary cross-entropy loss function model. Experiments prove that the weighted cross-entropy loss function can enhance the model’s ability to discriminate samples. 展开更多
关键词 Cross-Entropy loss Function visualization Analysis Intrusion Detection KDD Data Set ACCURACY
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Visual Basic 4.0版本中的通讯问题研究
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作者 李冰 张焱 《天津理工学院学报》 1998年第3期43-45,共3页
VisualBasic是深受程序员欢迎的一种编程软件.作者在利用VB的通讯控件进行通信口管理时,发现有数据丢失现象.本文分析了造成数据丢失的原因,提出了解决问题的方法,并在变电站计算机综合自动化控制系统中得到了应用.
关键词 visualBASIC 数据通讯 数据丢失 通讯控件
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Overview of Quality of Life Research in Older People with Visual Impairment
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作者 Chong-Wen Wang Cecilia L. W. Chan Iris Chi 《Advances in Aging Research》 2014年第2期79-94,共16页
During the past two decades, a number of studies have investigated the health-related quality of life (HRQOL) of older people with visual impairment, but the information is fragmented concerning health care providers ... During the past two decades, a number of studies have investigated the health-related quality of life (HRQOL) of older people with visual impairment, but the information is fragmented concerning health care providers in the field of gerontology. In this review, findings of HRQOL studies in older adults with different types of age-related ocular disorders or conditions are summarized. Apart from medical treatment and vision rehabilitation, factors that may influence the HRQOL of visually impaired older adults are also examined, including age, gender, socioeconomic status, mobility, comorbidity, family support, social support, use of eye care services, and psychological and spiritual factors. Finally, existing problems are discussed and recommendations for future research are provided. Given the high prevalence of visual impairment among older adults and their unmet needs for eye care and vision rehabilitation, multidisciplinary interventions that may enhance visually impaired older people’s HRQOL are warranted. 展开更多
关键词 OLDER ADULTS Quality of Life Review VISION loss visual IMPAIRMENT
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基于时空交互网络的人体行为检测方法研究 被引量:1
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作者 田青 张浩然 +2 位作者 楚柏青 张正 豆飞 《计算机应用与软件》 北大核心 2025年第4期156-165,共10页
针对现有的人体行为检测方法中,存在特征融合能力较差、时序信息相关性不强和行为边界不明确等问题,提出一种基于时空交互网络的人体行为检测方法。重新设计了双流特征提取模块,在空间流和时空流两个网络之间添加连接层;分别在空间流和... 针对现有的人体行为检测方法中,存在特征融合能力较差、时序信息相关性不强和行为边界不明确等问题,提出一种基于时空交互网络的人体行为检测方法。重新设计了双流特征提取模块,在空间流和时空流两个网络之间添加连接层;分别在空间流和时间流网络中引入改进的空间变换网络和视觉注意力模型;设计基于像素筛选器的特征融合模块,用于重点区域时序信息相关性的计算和两类不同维度特征的聚合;对网络的损失函数进行了优化。在AVA数据集上的实验结果表明该方法在检测精度、速度以及泛化能力上具有优越性。 展开更多
关键词 时空交互网络 人体行为检测 视觉注意力 特征融合 损失函数
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Two cases of lamellar macular hole secondary to the rupture of the cystoid inner wall in patients with diabetic macular edema
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作者 Zhi-Hui Dong Jia-Yu Zhang +2 位作者 Chao-Yang Zhang Zhen-Guo Chen Jing-Fa Zhang 《International Journal of Ophthalmology(English edition)》 2025年第8期1610-1612,共3页
Dear Editor,Diabetic macular edema(DME)is a major cause of visual loss in diabetic patients,which is mainly caused by disruption of the blood-retinal barrier and loss of pericytes and endothelial cells,resulting in th... Dear Editor,Diabetic macular edema(DME)is a major cause of visual loss in diabetic patients,which is mainly caused by disruption of the blood-retinal barrier and loss of pericytes and endothelial cells,resulting in the leakage of plasma and lipids[1].Nowadays,laser photocoagulation,intravitreal injections of anti-vascular endothelial growth factor(anti-VEGF)drugs and dexamethasone implant. 展开更多
关键词 diabetic macular edema macular edema dme lamellar macular hole endothelial cellsresulting cystoid inner wall dexamethasone implant blood retinal barrier visual loss
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基于可视化的磁芯材料选型方法 被引量:1
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作者 黄维健 伍家驹 陈亮亮 《磁性材料及器件》 2025年第2期26-30,共5页
选择磁芯材料是制作磁芯器件的第一步,而分析磁芯材料特性又是选择磁芯材料环节中的重要一步。为此,采用多维可视化方法,在常用磁芯材料的相对磁导率和饱和磁感应强度的基础上,结合磁芯损耗的Steinmetz公式,用颜色表示损耗密度,给出磁... 选择磁芯材料是制作磁芯器件的第一步,而分析磁芯材料特性又是选择磁芯材料环节中的重要一步。为此,采用多维可视化方法,在常用磁芯材料的相对磁导率和饱和磁感应强度的基础上,结合磁芯损耗的Steinmetz公式,用颜色表示损耗密度,给出磁芯材料特性的三维可视化结果,进一步地增加频率维度,给出损耗随工作频率连续变化的四维可视化结果,最后进行算例验证。算例分析结果表明,运用多维可视化方法可以直观且多角度地对比分析磁芯材料特性,为磁芯材料的选型提供支持。 展开更多
关键词 磁芯材料 材料特性 多维可视化 损耗密度 材料选型
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基于视觉损失的低照度增强图像多准则质量评价方法
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作者 陈岐 孙瑾 +1 位作者 汪纪钢 黄长城 《计算机科学》 北大核心 2025年第S2期317-323,共7页
低照度图像增强能提高图像的感知度和可解释性,对增强后图像的评价是衡量图像信息可靠性的有效手段,并对增强算法的参数选择、模型调整也有指导作用。但目前已有的图像质量评价方法没有针对低照度增强图像,导致评价结果与主观感受存在... 低照度图像增强能提高图像的感知度和可解释性,对增强后图像的评价是衡量图像信息可靠性的有效手段,并对增强算法的参数选择、模型调整也有指导作用。但目前已有的图像质量评价方法没有针对低照度增强图像,导致评价结果与主观感受存在分歧。根据人眼视觉感知,分析增强后图像的视觉损失原因,提出了一种基于视觉损失的低照度增强图像多准则质量评价方法(Multi-criteria Based Low-light Enhanced Image Quality Assessment,MC-LEIQA)。该方法针对低照度图像增强过程中出现的亮度增益不足、伪影、伪轮廓和颜色偏移等视觉损失现象,以基于KL散度的自适应亮度增益度、基于方差与梯度的结构恢复度和颜色恢复度设计评价准则,并引入亮度自动感知的正偏移修正系数来实现低照度增强图像质量的准确性评价。通过消融实验验证了选取的评价指标的合理性和必要性,并进一步与主流图像质量评价方法在公开数据集上进行对比实验,结果表明所提方法针对低照度增强图像具备更高的评价准确性和有效性。 展开更多
关键词 低照度增强图像 图像质量评价 多准则融合 图像视觉损失分析
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中西医结合治疗眼外伤致眼眶异物个案研究
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作者 谷珍珍 罗金花 +2 位作者 谢立科 郝晓凤 陈曦 《实用临床医药杂志》 2025年第15期146-148,共3页
眼外伤是导致永久性视力损害乃至丧失劳动能力的主要原因,其中,眼眶内异物伤常伴眼球及周围组织多重损伤,影响生活质量。本文报道1例33岁男性右眼眶异物致眼球挫伤、外肌损伤及运动受限病例,经手术取出联合中西医治疗后,视力由0.4提升至... 眼外伤是导致永久性视力损害乃至丧失劳动能力的主要原因,其中,眼眶内异物伤常伴眼球及周围组织多重损伤,影响生活质量。本文报道1例33岁男性右眼眶异物致眼球挫伤、外肌损伤及运动受限病例,经手术取出联合中西医治疗后,视力由0.4提升至0.8,眼球运动功能显著改善,提示综合治疗有助于促进功能恢复,提高临床疗效。 展开更多
关键词 眼外伤 眶内异物 眼球运动障碍 外伤性视力下降 眼球挫伤 眼外肌损伤 中西医结合治疗 异物取出术
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基于代码可视化的工业互联网恶意代码检测方法 被引量:1
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作者 龙墨澜 康海燕 《计算机集成制造系统》 北大核心 2025年第2期567-578,共12页
针对工业互联网中不断增加的恶意软件数量和种类,传统恶意代码检测方法存在准确率低、时间开销大、数据预处理过程复杂等问题,结合神经网络在图像分类方向的成熟应用,提出一种基于代码可视化的工业互联网恶意代码检测方法。通过可视化... 针对工业互联网中不断增加的恶意软件数量和种类,传统恶意代码检测方法存在准确率低、时间开销大、数据预处理过程复杂等问题,结合神经网络在图像分类方向的成熟应用,提出一种基于代码可视化的工业互联网恶意代码检测方法。通过可视化算法将恶意代码原始文件转化为彩色图像,采用改进GoogLenet检测并识别恶意代码家族;用数据增强扩充原始样本集,并提出适用于多分类任务的带权Focal loss损失函数,通过样本期望体积调整不同恶意代码家族在模型训练过程中的权重参数,缓解模型过拟合的影响。最后在Malimg和Leopard Mobile两个数据集上的实验表明,彩色恶意代码图像在准确性方面优于恶意代码灰度图,该方法在Malimg和Leopard Mobile数据集的准确率分别达到98.26%和97.19%,验证了该方法的优越性。 展开更多
关键词 恶意代码分类 代码可视化 深度学习 数据增强 带权损失函数
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