Today’s forensic science introduces a new research area for digital image analysis formultimedia security.So,Image authentication issues have been raised due to the wide use of image manipulation software to obtain a...Today’s forensic science introduces a new research area for digital image analysis formultimedia security.So,Image authentication issues have been raised due to the wide use of image manipulation software to obtain an illegitimate benefit or createmisleading publicity by using tempered images.Exiting forgery detectionmethods can classify only one of the most widely used Copy-Move and splicing forgeries.However,an image can contain one or more types of forgeries.This study has proposed a hybridmethod for classifying Copy-Move and splicing images using texture information of images in the spatial domain.Firstly,images are divided into equal blocks to get scale-invariant features.Weber law has been used for getting texture features,and finally,XGBOOST is used to classify both Copy-Move and splicing forgery.The proposed method classified three types of forgeries,i.e.,splicing,Copy-Move,and healthy.Benchmarked(CASIA 2.0,MICCF200)and RCMFD datasets are used for training and testing.On average,the proposed method achieved 97.3% accuracy on benchmarked datasets and 98.3% on RCMFD datasets by applying 10-fold cross-validation,which is far better than existing methods.展开更多
目的应用动态磁敏感增强MR灌注成像(DSC-PI)技术对Sturge-Weber综合征(SWS)受累白质区的血流灌注进行定量测量,并和各种癫痫状态指标进行相关性分析,以期合理的解释SWS血流动力学与癫痫状态的关系。材料与方法 14例临床确诊为SWS的患儿...目的应用动态磁敏感增强MR灌注成像(DSC-PI)技术对Sturge-Weber综合征(SWS)受累白质区的血流灌注进行定量测量,并和各种癫痫状态指标进行相关性分析,以期合理的解释SWS血流动力学与癫痫状态的关系。材料与方法 14例临床确诊为SWS的患儿进行MRI检查,其中男6例,女8例,平均年龄4.0岁(0.8～10.0岁)。所有患儿的病变部位均为单侧大脑半球。MR扫描序列包括:矢状面及轴面T1WI、轴面FSET2WI、DSC-PI及增强后轴面T1WI。观察所有图像以确认脑内病变位置及范围;利用SPIN(signal process in neuroimage)软件分别测量病变白质区域及相应对侧位置的脑血流量(CBF)、脑血容量(CBV)和平均通过时间(MTT),并计算出灌注比值(CBFr、CBVr及MTTr)。根据CBFr值将患儿分为高灌注组(HP)及低灌注组(LP)。记录每例患儿的临床资料,尤其有无癫痫发作以及反映发作的各项参数:首次癫痫发作年龄、癫痫发作频率(SSF)及癫痫持续时间。对高、低灌注组病变侧与对侧的CBF、CBV及MTT值进行配对秩和检验;对癫痫状态的各临床参数与各项灌注参数进行Spearman相关分析。结果 14例SWS患者中,9例受累白质区CBF及CBV较对侧明显减低(CBFr值为-0.37±0.24,CBVr=-0.22±0.25,P值均<0.01),为LP组;5例脑内病变侧白质区CBF及CBV较对侧显著增高(CBFr值为0.31±0.05,CBVr值为0.40±0.17,P值均<0.01),为HP组。LP组年龄及癫痫发作频率得分(SSF)较HP组有增大趋势(年龄=63.80月,48.83月;SSF=2.50,1.33),但这差异缺乏统计学意义(P值分别为0.36、0.12)。病变侧CBFr值和CBV值与癫痫持续时间呈明显负相关(CBFr:r=-0.58;CBV:r=-0.55,P值均<0.05)。CBFr和CBVr与癫痫发作频率呈负相关,即癫痫发作越频繁,CBFr和CBVr越低(CBFr:r=-0.56;CBVr:r=-0.63,P值均<0.05)。结论 SWS受累白质区域的血流灌注并非持续降低,而存在相对高灌注状态;灌注异常与癫痫发作的频率和癫痫持续时间有关。展开更多
基金funded by Princess Nourah bint Abdulrahman University Researchers Supporting Project number(PNURSP2024R236),Princess Nourah bint Abdulrahman University,Riyadh,Saudi Arabia.
文摘Today’s forensic science introduces a new research area for digital image analysis formultimedia security.So,Image authentication issues have been raised due to the wide use of image manipulation software to obtain an illegitimate benefit or createmisleading publicity by using tempered images.Exiting forgery detectionmethods can classify only one of the most widely used Copy-Move and splicing forgeries.However,an image can contain one or more types of forgeries.This study has proposed a hybridmethod for classifying Copy-Move and splicing images using texture information of images in the spatial domain.Firstly,images are divided into equal blocks to get scale-invariant features.Weber law has been used for getting texture features,and finally,XGBOOST is used to classify both Copy-Move and splicing forgery.The proposed method classified three types of forgeries,i.e.,splicing,Copy-Move,and healthy.Benchmarked(CASIA 2.0,MICCF200)and RCMFD datasets are used for training and testing.On average,the proposed method achieved 97.3% accuracy on benchmarked datasets and 98.3% on RCMFD datasets by applying 10-fold cross-validation,which is far better than existing methods.
文摘目的应用动态磁敏感增强MR灌注成像(DSC-PI)技术对Sturge-Weber综合征(SWS)受累白质区的血流灌注进行定量测量,并和各种癫痫状态指标进行相关性分析,以期合理的解释SWS血流动力学与癫痫状态的关系。材料与方法 14例临床确诊为SWS的患儿进行MRI检查,其中男6例,女8例,平均年龄4.0岁(0.8～10.0岁)。所有患儿的病变部位均为单侧大脑半球。MR扫描序列包括:矢状面及轴面T1WI、轴面FSET2WI、DSC-PI及增强后轴面T1WI。观察所有图像以确认脑内病变位置及范围;利用SPIN(signal process in neuroimage)软件分别测量病变白质区域及相应对侧位置的脑血流量(CBF)、脑血容量(CBV)和平均通过时间(MTT),并计算出灌注比值(CBFr、CBVr及MTTr)。根据CBFr值将患儿分为高灌注组(HP)及低灌注组(LP)。记录每例患儿的临床资料,尤其有无癫痫发作以及反映发作的各项参数:首次癫痫发作年龄、癫痫发作频率(SSF)及癫痫持续时间。对高、低灌注组病变侧与对侧的CBF、CBV及MTT值进行配对秩和检验;对癫痫状态的各临床参数与各项灌注参数进行Spearman相关分析。结果 14例SWS患者中,9例受累白质区CBF及CBV较对侧明显减低(CBFr值为-0.37±0.24,CBVr=-0.22±0.25,P值均<0.01),为LP组;5例脑内病变侧白质区CBF及CBV较对侧显著增高(CBFr值为0.31±0.05,CBVr值为0.40±0.17,P值均<0.01),为HP组。LP组年龄及癫痫发作频率得分(SSF)较HP组有增大趋势(年龄=63.80月,48.83月;SSF=2.50,1.33),但这差异缺乏统计学意义(P值分别为0.36、0.12)。病变侧CBFr值和CBV值与癫痫持续时间呈明显负相关(CBFr:r=-0.58;CBV:r=-0.55,P值均<0.05)。CBFr和CBVr与癫痫发作频率呈负相关,即癫痫发作越频繁,CBFr和CBVr越低(CBFr:r=-0.56;CBVr:r=-0.63,P值均<0.05)。结论 SWS受累白质区域的血流灌注并非持续降低,而存在相对高灌注状态;灌注异常与癫痫发作的频率和癫痫持续时间有关。
