公开(公告)号：US20090087113A1

公开(公告)日：2009-04-02

申请号：US12030821

申请日：2008-02-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

IPC分类号： G06K9/36

CPC分类号： H04N19/649 ,  H04N19/136 ,  H04N19/18 ,  H04N19/61 ,  H04N19/62 ,  H04N19/91

摘要： A coding method, apparatus, and medium with software encoded thereon to implement a coding method. The coding method includes encoding cluster of consecutive non-zero-valued coefficients, the encoding of a cluster including jointly encoding joint events that each are defined by at least two parameters: the number of zero-valued coefficients preceding the cluster, and the number of non-zero-valued coefficients in the cluster. The encoding of the cluster also includes encoding a parameter indicative of the number of amplitude-1 trailing non-zero-valued coefficients in the cluster, in one version with the parameter indicative of the number of trailing amplitude-1 coefficients part of the joint events such that the coding is according to a 3-dimensional joint variable length coding table. The method further includes encoding the amplitudes of the non-zero-valued coefficients that are not encoded by the joint encoding, e.g., encoding the amplitudes of the other than the trailing amplitude-1 coefficients.

摘要翻译： 一种编码方法，装置和介质，其上编码有软件以实现编码方法。 编码方法包括对连续的非零值系数的簇进行编码，包括共同编码的联合事件的簇的编码，每个共同事件由至少两个参数定义：簇之前的零值系数的数量和 集群中的非零值系数。 簇的编码还包括在一个版本中编码指示簇中的幅度-1尾随非零值系数的参数，其中参数指示联合事件的一部分的后向幅度-1系数的数量 使得编码根据3维关节可变长度编码表。 该方法还包括编码非联合编码的非零值系数的幅度，例如编码除了后沿幅度-1系数之外的幅度。

公开(公告)号：US08520965B2

公开(公告)日：2013-08-27

申请号：US13495924

申请日：2012-06-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

IPC分类号： G06K9/36 ,  G06K9/46

CPC分类号： H04N19/91

摘要： A coding method for an ordered series of quantized transform coefficients of a block of image data, including a context adaptive position coding process to encode the position of clusters of non-zero-valued coefficients, e.g., a multidimensional position coder that uses one of a plurality of code mappings selected according to at least one criterion including at least one context-based criterion, and an amplitude encoding process to encode any amplitudes remaining to be coded, the amplitude coding using one or a plurality of amplitude code mappings selected according to at least one criterion, including a context-based criterion. A context-based selection criterion means a criterion that during encoding is known or derivable from one or more previously encoded items of information. Also a coding apparatus, a decoding apparatus, a computer readable medium configured with instructions that when executed implement a coding method, and another medium for a decoding method.

摘要翻译： 一种用于图像数据块的有序序列量化变换系数的编码方法，包括用于对非零值系数的簇的位置进行编码的上下文自适应位置编码处理，例如，多维位置编码器，其使用 根据包括至少一个基于上下文的标准的至少一个标准选择的多个代码映射，以及编码剩余的要被编码的任何幅度的幅度编码处理，使用根据以下所选择的一个或多个幅度码映射的幅度编码 至少一个标准，包括基于上下文的标准。 基于上下文的选择标准是指在编码期间已知或可从一个或多个先前编码的信息项导出的标准。 还有一种编码装置，解码装置，配置有执行执行编码方法的指令的计算机可读介质和用于解码方法的另一种介质。

公开(公告)号：US08041131B2

公开(公告)日：2011-10-18

申请号：US12030821

申请日：2008-02-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

IPC分类号： G06K9/36

CPC分类号： H04N19/649 ,  H04N19/136 ,  H04N19/18 ,  H04N19/61 ,  H04N19/62 ,  H04N19/91

摘要： A coding method, apparatus, and medium with software encoded thereon to implement a coding method. The coding method includes encoding cluster of consecutive non-zero-valued coefficients, the encoding of a cluster including jointly encoding joint events that each are defined by at least two parameters: the number of zero-valued coefficients preceding the cluster, and the number of non-zero-valued coefficients in the cluster. The encoding of the cluster also includes encoding a parameter indicative of the number of amplitude-1 trailing non-zero-valued coefficients in the cluster, in one version with the parameter indicative of the number of trailing amplitude-1 coefficients part of the joint events such that the coding is according to a 3-dimensional joint variable length coding table. The method further includes encoding the amplitudes of the non-zero-valued coefficients that are not encoded by the joint encoding, e.g., encoding the amplitudes of the other than the trailing amplitude-1 coefficients.

摘要翻译： 一种编码方法，装置和介质，其上编码有软件以实现编码方法。 编码方法包括对连续的非零值系数的簇进行编码，包括联合编码关联事件的簇的编码，每一个都由至少两个参数定义：群集之前的零值系数的数量和 集群中的非零值系数。 簇的编码还包括在一个版本中编码指示簇中的幅度-1尾随非零值系数的参数，其中参数指示联合事件的一部分的后向幅度-1系数的数量 使得编码根据3维关节可变长度编码表。 该方法还包括编码非联合编码的非零值系数的幅度，例如编码除了后沿幅度-1系数之外的幅度。

公开(公告)号：US08204327B2

公开(公告)日：2012-06-19

申请号：US12336364

申请日：2008-12-16

申请人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

IPC分类号： G06K9/36 ,  G06K9/46

CPC分类号： H04N19/91

摘要： A coding method for an ordered series of quantized transform coefficients of a block of image data, including a context adaptive position coding process to encode the position of clusters of non-zero-valued coefficients, e.g., a multidimensional position coder that uses one of a plurality of code mappings selected according to at least one criterion including at least one context-based criterion, and an amplitude encoding process to encode any amplitudes remaining to be coded, the amplitude coding using one or a plurality of amplitude code mappings selected according to at least one criterion, including a context-based criterion. A context-based selection criterion is meant a criterion that during encoding is known or derivable from one or more previously encoded items of information. Also a coding apparatus, a decoding apparatus, a computer readable medium configured with instructions that when executed implement a coding method, and another medium for a decoding method.

摘要翻译： 一种用于图像数据块的有序序列量化变换系数的编码方法，包括用于对非零值系数的簇的位置进行编码的上下文自适应位置编码处理，例如，多维位置编码器，其使用 根据包括至少一个基于上下文的标准的至少一个标准选择的多个代码映射，以及编码剩余的要被编码的任何幅度的幅度编码处理，使用根据以下所选择的一个或多个幅度码映射的幅度编码 至少一个标准，包括基于上下文的标准。 基于上下文的选择标准是指在编码期间已知或可从一个或多个先前编码的信息项导出的标准。 还有一种编码装置，解码装置，配置有执行执行编码方法的指令的计算机可读介质和用于解码方法的另一种介质。

公开(公告)号：US20120257839A1

公开(公告)日：2012-10-11

申请号：US13495924

申请日：2012-06-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen ,  Pi Sheng Chang

IPC分类号： G06K9/36

CPC分类号： H04N19/91

摘要： A coding method for an ordered series of quantized transform coefficients of a block of image data, including a context adaptive position coding process to encode the position of clusters of non-zero-valued coefficients, e.g., a multidimensional position coder that uses one of a plurality of code mappings selected according to at least one criterion including at least one context-based criterion, and an amplitude encoding process to encode any amplitudes remaining to be coded, the amplitude coding using one or a plurality of amplitude code mappings selected according to at least one criterion, including a context-based criterion. A context-based selection criterion means a criterion that during encoding is known or derivable from one or more previously encoded items of information. Also a coding apparatus, a decoding apparatus, a computer readable medium configured with instructions that when executed implement a coding method, and another medium for a decoding method.

摘要翻译： 一种用于图像数据块的有序序列量化变换系数的编码方法，包括用于对非零值系数的簇的位置进行编码的上下文自适应位置编码处理，例如，多维位置编码器，其使用 根据包括至少一个基于上下文的标准的至少一个标准选择的多个代码映射，以及编码剩余的要被编码的任何幅度的幅度编码处理，使用根据以下所选择的一个或多个幅度码映射的幅度编码 至少一个标准，包括基于上下文的标准。 基于上下文的选择标准是指在编码期间已知或可从一个或多个先前编码的信息项导出的标准。 还有一种编码装置，解码装置，配置有执行执行编码方法的指令的计算机可读介质和用于解码方法的另一种介质。

公开(公告)号：US08036471B2

公开(公告)日：2011-10-11

申请号：US12030794

申请日：2008-02-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

IPC分类号： G06K9/36

CPC分类号： H04N19/18 ,  H04N19/13 ,  H04N19/60

摘要： A coding method, apparatus, and medium with software encoded thereon to implement a coding method. The coding method includes jointly encoding joint events that each are defined by a cluster of consecutive non-zero-valued coefficients, each joint event defined by three parameters: the number of zero-valued coefficients preceding the cluster, the number of non-zero-valued coefficients in the cluster, and an indication of which trailing coefficients up to a maximum number of M trailing coefficients have amplitude greater than 1, with the coding using a 3-dimensional joint VLC table. The method further includes encoding the amplitude of the non-zero-valued trailing coefficients that have amplitude greater than 1 encoding the amplitude of any remaining non-zero-valued coefficients in the clusters that have more than M non-zero-valued coefficients.

摘要翻译： 一种编码方法，装置和介质，其上编码有软件以实现编码方法。 编码方法包括联合编码每个由连续的非零值系数的簇定义的联合事件，每个联合事件由三个参数定义：簇前的零值系数的数量，非零值系数的数量， 并且使用三维联合VLC表进行编码，并且使用高达M个尾随系数的最大数目的哪些尾随系数的幅度大于1的指示。 该方法还包括编码幅度大于1的非零值拖尾系数的幅度，其编码具有多于M个非零值系数的簇中的任何剩余非零值系数的幅度。

公开(公告)号：US20090087109A1

公开(公告)日：2009-04-02

申请号：US12030794

申请日：2008-02-13

申请人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

发明人： Junlin Li ,  Ghassan AlRegib ,  Wen-hsiung Chen ,  Dihong Tian ,  Pi Sheng Chang

IPC分类号： G06K9/36

CPC分类号： H04N19/18 ,  H04N19/13 ,  H04N19/60

摘要： A coding method, apparatus, and medium with software encoded thereon to implement a coding method. The coding method includes jointly encoding joint events that each are defined by a cluster of consecutive non-zero-valued coefficients, each joint event defined by three parameters: the number of zero-valued coefficients preceding the cluster, the number of non-zero-valued coefficients in the cluster, and an indication of which trailing coefficients up to a maximum number of M trailing coefficients have amplitude greater than 1, with the coding using a 3-dimensional joint VLC table. The method further includes encoding the amplitude of the non-zero-valued trailing coefficients that have amplitude greater than 1 encoding the amplitude of any remaining non-zero-valued coefficients in the clusters that have more than M non-zero-valued coefficients.

摘要翻译： 一种编码方法，装置和介质，其上编码有软件以实现编码方法。 编码方法包括联合编码每个由连续的非零值系数的簇定义的联合事件，每个联合事件由三个参数定义：簇前的零值系数的数量，非零值系数的数量， 并且使用三维联合VLC表进行编码，并且使用高达M个尾随系数的最大数目的哪些尾随系数的幅度大于1的指示。 该方法还包括编码幅度大于1的非零值拖尾系数的幅度，其编码具有多于M个非零值系数的簇中的任何剩余非零值系数的幅度。

公开(公告)号：US20090154820A1

公开(公告)日：2009-06-18

申请号：US12336364

申请日：2008-12-16

申请人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen

发明人： Junlin Li ,  Ghassan AlRegib ,  Dihong Tian ,  Wen-hsiung Chen

IPC分类号： G06K9/36

CPC分类号： H04N19/91

摘要： A coding method for an ordered series of quantized transform coefficients of a block of image data, including a context adaptive position coding process to encode the position of clusters of non-zero-valued coefficients, e.g., a multidimensional position coder that uses one of a plurality of code mappings selected according to at least one criterion including at least one context-based criterion, and an amplitude encoding process to encode any amplitudes remaining to be coded, the amplitude coding using one or a plurality of amplitude code mappings selected according to at least one criterion, including a context-based criterion. A context-based selection criterion is meant a criterion that during encoding is known or derivable from one or more previously encoded items of information. Also a coding apparatus, a decoding apparatus, a computer readable medium configured with instructions that when executed implement a coding method, and another medium for a decoding method.

摘要翻译： 一种用于图像数据块的有序序列量化变换系数的编码方法，包括用于对非零值系数的簇的位置进行编码的上下文自适应位置编码处理，例如，多维位置编码器，其使用 根据包括至少一个基于上下文的标准的至少一个标准选择的多个代码映射，以及编码剩余的要被编码的任何幅度的幅度编码处理，使用根据以下所选择的一个或多个幅度码映射的幅度编码 至少一个标准，包括基于上下文的标准。 基于上下文的选择标准是指在编码期间已知或可从一个或多个先前编码的信息项导出的标准。 还有一种编码装置，解码装置，配置有执行执行编码方法的指令的计算机可读介质和用于解码方法的另一种介质。

公开(公告)号：US20220222817A1

公开(公告)日：2022-07-14

申请号：US17610335

申请日：2020-05-29

申请人： Ghassan ALREGIB ,  Melvin MATHEW ,  Dogancan TEMEL ,  Georgia Tech Research Corporation

发明人： Ghassan AlRegib ,  Melvin Julian Mathew ,  Dogancan Temel

IPC分类号： G06T7/00 ,  G06V10/774 ,  G06T7/73 ,  G06V10/82

摘要： In a method of generating a neural network used to detect a feature of medical significance from a body image data input, test data images (110) are divided into patches (120). Each patch is labelled as either corresponding to the feature (124) or not corresponding to the feature (122). One trained fully connected layer (136) in a pretrained general purpose convolutional neural network (130) is replaced with a new fully connected layer. The pretrained convolutional neural network (130) is retrained with the set of labelled patches (126) to generate a feature-specific convolutional neural network that includes at least one feature-specific fully connected layer (152) that maps the body image data to the feature of medical significance when the feature of medical significance is present in the body image data input.