期刊文献+
共找到3,429篇文章
< 1 2 172 >
每页显示 20 50 100
Metal Flowing of Involute Spline Cold Roll-beating Forming 被引量:20
1
作者 CUI Fengkui WANG Xiaoqiang +3 位作者 ZHANG Fengshou XU Hongyu QUAN Jianhui LI Yan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第5期1056-1062,共7页
The present research on involute spline cold roll-beating forming is mainly about the principles and motion relations of cold roll-beating,the theory of roller design,and the stress and strain field analysis of cold r... The present research on involute spline cold roll-beating forming is mainly about the principles and motion relations of cold roll-beating,the theory of roller design,and the stress and strain field analysis of cold roll-beating,etc.However,the research on law of metal flow in the forming process of involute spline cold roll-beating is rare.According to the principle of involute spline cold roll-beating,the contact model between the rollers and the spline shaft blank in the process of cold roll-beating forming is established,and the theoretical analysis of metal flow in the cold roll-beating deforming region is proceeded.A finite element model of the spline cold roll-beating process is established,the formation mechanism of the involute spline tooth profile in cold roll-beating forming process is studied,and the node flow tracks of the deformation area are analyzed.The experimental research on the metal flow of cold roll-beating spline is conducted,and the metallographic structure variation,grain characteristics and metal flow line of the different tooth profile area are analyzed.The experimental results show that the particle flow directions of the deformable bodies in cold roll-beating deformation area are determined by the minimum moving resistance.There are five types of metal flow rules of the deforming region in the process of cold roll-beating forming.The characteristics of involute spline cold roll-beating forming are given,and the forming mechanism of involute spline cold roll-beating is revealed.This paper researches the law of metal flow in the forming process of involute spline cold roll-beating,which provides theoretical supports for solving the tooth profile forming quality problem. 展开更多
关键词 involute spline cold roll-beating forming rheological rule simulation
在线阅读 下载PDF
EFFECT OF INVOLUTE CONTACT RATIO ON THE DYNAMIC PERFORMANCE OF SPUR GEAR WITH NOTOOTH PROFILE MODIFICATION 被引量:13
2
作者 Wang JianhongZhang QingweiRen HengbinInstitute of Mechanical Engineering,Chongqing University,Chongqing 400044, China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第4期417-419,共3页
The effect of involute contact ratio on the torsional vibration behavior ofspur gear-pair is studied analytically through a mass-spring model. The tooth stiffness in model notonly has a relation with time, as many pri... The effect of involute contact ratio on the torsional vibration behavior ofspur gear-pair is studied analytically through a mass-spring model. The tooth stiffness in model notonly has a relation with time, as many prior studies presented, but, more important, with involutecontact ratio (ICR) as well. The ICR embodies its impact on the spur gear's dynamic performancethrough changing the proportion of tooth stiffness when there are n+1 teeth in contact to toothstiffness when there are n teeth in contact. A couple of curves about impact of ICR on the gear'sdynamic performance are presented, and they clearly demonstrate that the model can accuratelydescribe the effects of ICR on dynamic transmission error. Finally, some conclusions useful toreduce vibration and noise of gear-pair are proposed. 展开更多
关键词 Spur gear DYNAMIC involute contact ratio Perturbation method
在线阅读 下载PDF
Numerical simulation of involutes spline shaft in cold rolling forming 被引量:5
3
作者 王志奎 张庆 《Journal of Central South University》 SCIE EI CAS 2008年第S2期278-283,共6页
Design of forming dies and whole process of simulation of cold rolling involutes spline can be realized by using of CAD software of PRO-E and CAE software of DEFORM-3D. Software DEFORM-3D provides an automatic and opt... Design of forming dies and whole process of simulation of cold rolling involutes spline can be realized by using of CAD software of PRO-E and CAE software of DEFORM-3D. Software DEFORM-3D provides an automatic and optimized remeshing function, especially for the large deformation. In order to use this function sufficiently, simulation of cold rolling involutes spline can be implemented indirectly. The relationship between die and workpiece, forming force and characteristic of deformation in the forming process of cold rolling involutes spline are analyzed and researched. Meanwhile, reliable proofs for the design of dies and deforming equipment are provided. 展开更多
关键词 DEFORM-3D involutes SPLINE COLD ROLLING FORMING numerical simulation finite element
在线阅读 下载PDF
Effects of Comprehensive Eccentricity of Involute Cam on Gear Profile Deviations 被引量:5
4
作者 WANG Liding LING Siying +2 位作者 MAYong WANG Xiaodong LOU Zhifeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第3期392-398,共7页
The manufacturing accuracy of ultra-precision master gears signifies the technological capability of the ultra-precision gear.Currently,there is little report about the manufacturing technologies of ultra-precision ma... The manufacturing accuracy of ultra-precision master gears signifies the technological capability of the ultra-precision gear.Currently,there is little report about the manufacturing technologies of ultra-precision master gears at home and aboard.In order to meet the requirement of grinding ultra precision master gear,the gear grinder with flat-faced wheel Y7125 is chosen as the object machine tool and the geometric model of its precision generating part,the involute cam,is established.According to the structure of the involute cam,the effective working section and its adjustable range of the cam are determined,and the mathematical expressions of the effects of comprehensive eccentricity of the involute cam on gear profile deviations are derived.According to the primary harmonic trends of the deviation curve,it is shown that gear profile form and slope deviations in different work generating sections of the involute cam are different which the latter changes with the cam eccentricity obviously.Then,the issues of extreme values and methods of error compensation are studied and the conclusion that large adjustable range is benefit to search the optimal involute-cam section which is responding to the minimum gear profile deviations is obtained.A group of examples are calculated by choosing master gears with d=120 mm and m=2-6 mm and an involute cam with base diameter djcam =117 mm.And it is found that the maximum gear profile deviation counts for no more than 5% of the cam eccentricity after error compensation.A gear-grinding experiment on the master gear with m=2 mm is conducted by choosing different sections of the involute cam and the differences of gear profile deviations then the existence of the cam eccentricity are verified.The research discloses the rule of gear profile deviations caused by the comprehensive eccentricity of the involute cam and provides the theoretical guidance and the processing methods for grinding profile of the ultra precision master gear. 展开更多
关键词 gear grinder with flat-faced wheel involute cam ultra precision master gear gear profile deviations error compensation
在线阅读 下载PDF
Characteristic of involute slope modification of asymmetric spur gear 被引量:3
5
作者 邓小禾 华林 韩星会 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第5期1676-1684,共9页
The meshing characteristic of asymmetric involute spur gear was studied, the equations of the geometric shape of the asymmetric gear for both sides were deduced, and the equations of contact ratio and the key points o... The meshing characteristic of asymmetric involute spur gear was studied, the equations of the geometric shape of the asymmetric gear for both sides were deduced, and the equations of contact ratio and the key points of contact were also obtained.Meanwhile, an involute slope modification method considering the effects of static transmission errors was proposed based on the meshing properties. The characteristic of the involute slope modification was analyzed by changing different modification parameters.The mesh stiffness and synthetic mesh stiffness of unmodified and modified asymmetric spur gears were investigated. Furthermore,the spectrums of synthetic mesh stiffness under different modification parameters were compared. Research results showed that the modification parameters influence the meshing performance of gear pairs, and the proposed modification method was feasible to improve the transmission performance of gear pairs with appropriate modification parameters. 展开更多
关键词 asymmetric gears involute slope modification synthetic mesh stiffness
在线阅读 下载PDF
STUDY ON THE LUBRICATION FACTOR OF INVOLUTE SPUR GEARS 被引量:2
6
作者 GaoChuangkuan QiXiumei XiongShibo 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第4期548-551,共4页
Based on a lot of numerical solutions to the problems of the thermalnon-Newtonian elastohydrodynamic lubrication and some fatigue tests with rollers, the lubricationfactor of involute spur gears (called gear for short... Based on a lot of numerical solutions to the problems of the thermalnon-Newtonian elastohydrodynamic lubrication and some fatigue tests with rollers, the lubricationfactor of involute spur gears (called gear for short) is investigated. The results suggest that gearlubrication effects bear close relations to a dimensionless parameter D which is syntheticallydetermined by gearing rotational speed, load, material, dimension and lubricant viscosity. When D<=8, the gear fatigue life increases as the lubricant viscosity is increased; When D>8, however, thelife decreases with the viscosity addition, which is in marked contrast to the lubrication factorZ_L recommended by the International Standard for Computing Cylindrical Gear Strength. At the end, aset of formulae for calculating gear lubrication factors suitable for different working conditionsare advanced. 展开更多
关键词 involute spur gear Elastohydrodynamic lubrication(EHL) Non-Newtonian fluidLubrication factor Fatigue tests
在线阅读 下载PDF
Oil Film Stiffness of Double Involute Gears Based on Thermal EHL Theory 被引量:2
7
作者 Zhaoming Yin Zhimin Fan Feng Jiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2021年第3期256-271,共16页
Lubrication failure is one of the main failure forms of gear failure.Time varying meshing stiffness is an important factor affecting the dynamic behavior of gears.However,the influence of oil film stiffness is usually... Lubrication failure is one of the main failure forms of gear failure.Time varying meshing stiffness is an important factor affecting the dynamic behavior of gears.However,the influence of oil film stiffness is usually ignored in the research process.In this paper,according to the meshing characteristics of double involute gears,based on the non-Newtonian thermal EHL theory,a new calculation method of normal and tangential oil film stiffness for double involute gears is established by the idea of subsection method.The oil film stiffness difference between double involute gears and common involute gears is analyzed,and the influence of tooth waist order parameters,working conditions,and thermal effect on the oil film stiffness are studied.The results reveal that there are some differences between normal and tangential oil film stiffness between double involute gears and common involute gears,but there is little difference.Compared with the torque,rotation speed and initial viscosity of the lubricating oil,the tooth waist order parameters have less influence on the oil film stiffness.Thermal effect has a certain influence on normal and tangential oil film stiffness,which indicates that the influence of thermal effect on the oil film can not be ignored.This research proposes a calculation method of normal and tangential oil film stiffness suitable for double involute gears,which provides a theoretical basis for improving the stability of the transmission. 展开更多
关键词 Double involute gear(DIG) Elastohydrodynamic lubrication(EHL) Oil film stiffness Thermal effect
在线阅读 下载PDF
The Comparison of Different Degree of Convexity and 3D Modeling of Involute Hyperbolic Arch Dam 被引量:3
8
作者 DU Qi-lu DU Ting-na ZHAO Hai-feng 《Computer Aided Drafting,Design and Manufacturing》 2011年第2期7-12,共6页
Because of good quality of compressive resistance, the hyperbolic arch dam is being increasingly applied to engineering projects. In order to satisfy the needs of compressive resistance under the conditions of high wa... Because of good quality of compressive resistance, the hyperbolic arch dam is being increasingly applied to engineering projects. In order to satisfy the needs of compressive resistance under the conditions of high water pressure, a stress analysis is required for the dam. During the stress analysis process however, due to the complexity of the three-dimensional modeling, it is very hard to form a model. Therefore, the stress analysis process is a barrier for the arch dam. In this article, based on the research of the new line-type arch dam, a mathematical model in different degree of convexity conditions of the dam is established; using the C + + language program, a computer three-dimensional model simulation is realized on AutoCAD. The accurate three-dimensional model is providing a finite element optimization design of the involute hyperbolic arch dam for the next step. 展开更多
关键词 the involute hyperbolic arch dam arch axis upstream arch arc downstream arch arc 3D modelling C program design
在线阅读 下载PDF
EFFICIENCY OF INVOLUTE GEAR DRIVES WITH UNDERCUT PINIONS USED IN WRIST WATCHES
9
作者 俞明 《Journal of China Textile University(English Edition)》 EI CAS 1994年第2期61-66,共6页
In wrist watches gear drives with undercut pinions are used. Those pinions have got a tooth number as few as 5—7. The efficiency of such gear drives is important because of the limited energy supply. The mean efficie... In wrist watches gear drives with undercut pinions are used. Those pinions have got a tooth number as few as 5—7. The efficiency of such gear drives is important because of the limited energy supply. The mean efficiency of gear drives can be expressed as E<sub>m</sub>=1/(φ<sub>2</sub>-φ<sub>1</sub>)(integral from φ<sub>1</sub> to φ<sub>2</sub>(E(φ)dφ)) in which <sup>0</sup><sub>1</sub>, <sup><</sup>sub>2</sub> are the approach angle and the recess angle respectively. In the discussion we assume that the friction coefficient between the two tooth flanks is constant because the sliding speed is relatively low in wrist watches and the main purpose is to find out the relation between gear parameters and its efficiency rather than to calculate the exact value of the efficiency. In normal conditions <sup>o</sup><sub>1</sub> and <sup>o</sup><sub>2</sub> can be found from the gear geometry without much difficulty. However when the pinion is an undercut one we have to first find the forming diameter where the involute profile starts. In this paper equations for the computation of the efficiency and the contact ratio of those gear drives are discussed. 展开更多
关键词 watches involute gears efficiency design contact ratio.
在线阅读 下载PDF
TRANSMISSION MOMENTARY EFFICIENCY BASED ON THE D'ALEMBERT-LAGRANGE EQUATION FOR INVOLUTES GEARS
10
作者 Liang Yi Lai Changying School of Mechanical Engineering,Nanjing University of Science and Technology,Nanjing 210094, China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第2期272-275,共4页
The D'Alembert-Lagrange equation is introduced and used to derive theformulas of momentary efficiency for external gearing of standard involutes spur gears. The gearingswith correct and increased center distance a... The D'Alembert-Lagrange equation is introduced and used to derive theformulas of momentary efficiency for external gearing of standard involutes spur gears. The gearingswith correct and increased center distance are discussed. The momentary efficiency formula iscalculated and analyzed using software Matlab. The derived formula of momentary efficiency is alsocompared with the traditional formula. 展开更多
关键词 D'Alembert-Lagrange equation involutes gear Momentary efficiency
在线阅读 下载PDF
A New Method for Calculating Inverse Involute Functions with High Precision
11
作者 Zhou Ruzhong School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 610031, China 《Journal of Modern Transportation》 1997年第1期70-72,共3页
Two equations are presented for calculating inverse involute functions. Precise values can be obtained easily with an ordinary calculator.
关键词 inverse involute PRECISION trigonometric function
在线阅读 下载PDF
利用Involution级联注意力机制的古代壁画图像修复网络
12
作者 周啟雪 余映 胡家绿 《计算机科学》 北大核心 2025年第12期158-165,共8页
中国古代壁画是珍贵的人类文化遗产,记录了中国历代各地区人们的社会、宗教、文化、艺术活动等方面的特征。由于长时间暴露在自然环境中,很多壁画出现了裂隙、划痕、腐蚀、甚至大面积脱落等病害现象,因此,壁画的保护和修复工作非常迫切... 中国古代壁画是珍贵的人类文化遗产,记录了中国历代各地区人们的社会、宗教、文化、艺术活动等方面的特征。由于长时间暴露在自然环境中,很多壁画出现了裂隙、划痕、腐蚀、甚至大面积脱落等病害现象,因此,壁画的保护和修复工作非常迫切。破损壁画数字修复技术通过重新构建壁画图像的结构和纹理,对其破损区域进行虚拟填充,成为解决这一问题的重要手段。大多现有的壁画图像修复方法难以较好地修复结构复杂、色彩丰富变化的缺失壁画内容。针对该问题,提出利用Involution级联注意力机制的古代壁画图像修复网络。该网络首先利用对合(Involution)操作代替传统卷积,以提高破损壁画纹理和颜色修复的质量。其次,提出一个级联注意力模块,可以捕捉不同尺度的上下文信息,更好地修复不同大小的壁画破损区域。此外,引入FFC残差块来捕捉全局结构信息,以提升网络对壁画破损区域的色彩修复能力。在模拟和真实破损壁画数据集上进行实验,将修复结果与其他4种经典方法进行比较。实验结果表明,提出的模型在修复壁画纹理清晰度、颜色一致性和结构连续性方面均优于其他对比方法。 展开更多
关键词 古代壁画图像修复 级联注意力模块 深度学习 FFC involutION
在线阅读 下载PDF
Load distribution of involute gears along time-varying contact line
13
作者 李文良 王黎钦 古乐 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第6期17-20,共4页
Base on the theory of energy minimization, a numerical algorithm is established to calculate load distribution, and the relationship curve of spur gear load distribution is obtained, and the load distribution ratio ch... Base on the theory of energy minimization, a numerical algorithm is established to calculate load distribution, and the relationship curve of spur gear load distribution is obtained, and the load distribution ratio changes from 033 to 067 in double contact zone. This theory is adopted to compute the load distribution of helical gear along time-varying contact line, and the load distribution varies with the instantaneous position of the meshing point and the length of contact line, and the maximum value of load appears at the pitch point. Compared with the load distribution results, the helical gear changes more smoothly than spur gear. The load distribution provides a basis for calculate tooth bending deformation and critical stress. 展开更多
关键词 involute gear potential energy time-varying contact line load distribution
在线阅读 下载PDF
EXPERIMENTAL STUDY ON OPEN-DIE COLD EXTRUSION FORMING TECHNIQUE FOR INVOLUTESPLINE SHAFTS 被引量:5
14
作者 Zhang Zhenchun Li Jun +1 位作者 Zhou Lihua Men Liantong ( Tianjin University) 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 1996年第1期6-12,共3页
The deformation principles of the steady- state and the unsteady一state of open- die cold extrusion for involute spline shafts are analyzed by means of experiments. On one hand,based on the deformation princ... The deformation principles of the steady- state and the unsteady一state of open- die cold extrusion for involute spline shafts are analyzed by means of experiments. On one hand,based on the deformation principles of the steady- state, data for determining structural parameters of the die, the size of the billet and the constraint condition of this technique are given. On the other hand, according to the principles of the unsteady- state, data for modifying the shapes and sizes of the bil- lets are provided. 展开更多
关键词 involute spline shafts Open-die extrusion Die angle
全文增补中
Research on Parametric Modeling Method of Micro-Segment Gear Based on Delphi and Catia
15
作者 CHEN Qi ZHAO Han HUANG Kang 《Computer Aided Drafting,Design and Manufacturing》 2009年第2期1-7,共7页
In order to solve the problem of low precision and complication of three-dimensional modeling about micro-segment gear, one method of setting up the accurate 3D model is introduced. At first, the equation of the profi... In order to solve the problem of low precision and complication of three-dimensional modeling about micro-segment gear, one method of setting up the accurate 3D model is introduced. At first, the equation of the profile curve and the dedendum transition curve is set up, and the coordinates of the whole tooth profile are calculated by the program developed by Dephi software. And then the data of coordinates is imported to Catia, three-dimensional modeling can be got through the operations of rotating, mirror, incision and array. The method used in this paper is accurate and simple, which supplies the academic basis of CAE analysis and virtual design for micro-segment gear and relevant products. 展开更多
关键词 3D modeling of micro-segment gear parameterization Delphi Carla CAD
在线阅读 下载PDF
一种基于Involution卷积的三维人体重建方法 被引量:1
16
作者 童立靖 张成智 《湖北民族大学学报(自然科学版)》 CAS 2023年第2期184-190,共7页
针对从视频中恢复三维人体模型运动序列时,由于图像特征提取能力有限而导致三维人体模型运动序列重建效果不佳的问题,提出了一种基于Involution卷积的三维人体重建方法。首先为了引入自注意力机制,在ResNet50网络结构中加入Involution算... 针对从视频中恢复三维人体模型运动序列时,由于图像特征提取能力有限而导致三维人体模型运动序列重建效果不佳的问题,提出了一种基于Involution卷积的三维人体重建方法。首先为了引入自注意力机制,在ResNet50网络结构中加入Involution算子,获取视频图像帧的特征向量,然后使用姿态估计网络和形状估计网络获取人体姿势以及形状参数,最后使用蒙皮多人线性模型(skinned multi-person linear model, SMPL)生成三维人体模型的运动序列。在三维姿态户外数据集(3D pose in the wild, 3DPW)上与视频人体姿态形状估计推理(video inference for body pose and shape estimation, VIBE)方法以及时间一致性网格恢复(temporally consistent mesh recovery, TCMR)方法进行对比实验,平均精度相比于VIBE、TCMR分别提升了3.1%、0.7%,能够为运动捕捉、三维人体动画制作等工作提供更为准确的三维人体模型。 展开更多
关键词 三维人体 姿态估计 SMPL 视频序列 involution算子
在线阅读 下载PDF
基于Involution Prediction Head的小目标检测算法 被引量:2
17
作者 安鹤男 邓武才 +1 位作者 管聪 姜邦彦 《电子技术应用》 2022年第11期19-23,共5页
针对通用目标检测算法在检测小目标时存在错检和漏检等问题,提出了一种小目标检测算法IPH(Involution Prediction Head),将其运用在YOLOv4和YOLOv5的检测头部分,在VOC2007数据集上的实验结果表明,运用IPH后的YOLOv4小目标检测精度APs(AP... 针对通用目标检测算法在检测小目标时存在错检和漏检等问题,提出了一种小目标检测算法IPH(Involution Prediction Head),将其运用在YOLOv4和YOLOv5的检测头部分,在VOC2007数据集上的实验结果表明,运用IPH后的YOLOv4小目标检测精度APs(AP for small objects)相比原始算法提升了1.1%,在YOLOv5上的APs更是提升了5.9%。经智能交通检测数据集进一步检验,IPH算法和去下采样能有效提升小目标检测精度,减少错检和漏检的情况。 展开更多
关键词 YOLOv4 IPH 小目标检测 特征提取 注意力机制
在线阅读 下载PDF
Renovation and Involution — Paradox of Chinese Literature in Modernity
18
作者 许贻斌 《海外英语》 2013年第17期212-213,共2页
With a special matter, Chinese literature has differences with traditional theories from western countries in essence, so that Chinese literature demonstrates its renovation and involution. The main reason is its tren... With a special matter, Chinese literature has differences with traditional theories from western countries in essence, so that Chinese literature demonstrates its renovation and involution. The main reason is its trends of modernity. The transformation from oversea exchange is very important. This paper mainly explains the specific content of paradox of Chinese literature in mo dernity, and explores the reasons for differences between China and western countries. 展开更多
关键词 RENOVATION involutION CHINESE LITERATURE modernity
在线阅读 下载PDF
过程管理“内卷化”:基层负担的生成逻辑及其矫治之道
19
作者 曹银山 《当代经济管理》 北大核心 2026年第2期50-57,共8页
为破解基层“越减越负”的现实困境,文章引入“过程管理‘内卷化’”作为核心概念,旨在系统揭示基层负担的深层生成逻辑,构建了“结构—制度—技术—行动”整合性分析框架,并基于实证调研,剖析了过程管理“内卷化”在管理流程冗余化、... 为破解基层“越减越负”的现实困境,文章引入“过程管理‘内卷化’”作为核心概念,旨在系统揭示基层负担的深层生成逻辑,构建了“结构—制度—技术—行动”整合性分析框架,并基于实证调研,剖析了过程管理“内卷化”在管理流程冗余化、考核评价形式化、技术工具逆向控制及权责配置失衡四个维度的现实表征。由于其大幅增加了基层干部不必要的工作量、制造了巨大的心理压力、扼杀了职业价值感、挫伤了基层干部工作积极性,因此成为基层负担的重要来源。进而,文章阐释了过程管理“内卷化”背后的动力机制:制度刚性固化诱发了行政程序的空转,指标竞赛异化催生了策略性应对行为,技术控制强化加剧了数字形式主义,而权责配置失衡则导致责任被无限下压。研究发现,这四重机制相互交织,共同将基层治理锁定于“高投入、强负担、低效能”的恶性循环之中。因此,文章最终提出,矫治基层负担的根本出路在于推动过程管理去“内卷化”改革,具体应从推动制度弹性改革、重构考核评价体系、推进技术治理转型、重塑权责配置体系四个路径协同发力,以此引导过程管理回归其提升治理效能的本质。 展开更多
关键词 过程管理 治理“内卷化” 基层减负 基层治理
在线阅读 下载PDF
GRU和Involution改进的深度伪造视频检测方法 被引量:3
20
作者 刘亚琳 芦天亮 《计算机工程与应用》 CSCD 北大核心 2023年第22期276-283,共8页
近年来深度伪造视频在网络上广泛传播,造成了负面影响。针对现有检测模型准确率低和信息提取不够充分和全面的问题,提出了一种GRU(gated recurrent unit)和Involution改进的深度伪造视频检测方法。首先使用VGG19作为主干网络提取空间特... 近年来深度伪造视频在网络上广泛传播,造成了负面影响。针对现有检测模型准确率低和信息提取不够充分和全面的问题,提出了一种GRU(gated recurrent unit)和Involution改进的深度伪造视频检测方法。首先使用VGG19作为主干网络提取空间特征,并将Involution算子嵌入主干网络,从空间和通道信息两方面加强了人脸图像的空间建模能力。然后通过主胶囊层关注特征的位置信息和使用GRU提取帧间的时序特征。最后在训练模型阶段使用focalloss作为损失函数来平衡样本。在Deepfakes、FaceSwap和Celeb-DF数据集中进行测试,实验结果表明该方法优于主流检测方法,改进对比实验进一步证明了检测方法的有效性。 展开更多
关键词 深度伪造 门控循环单元(GRU) involutION 胶囊网络 focalloss
在线阅读 下载PDF
上一页 1 2 172 下一页 到第
使用帮助 返回顶部