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    IMAGE PROCESSING INCLUDING ADJOIN FEATURE BASED OBJECT DETECTION, AND/OR BILATERAL SYMMETRIC OBJECT SEGMENTATION
    1.
    发明申请
    IMAGE PROCESSING INCLUDING ADJOIN FEATURE BASED OBJECT DETECTION, AND/OR BILATERAL SYMMETRIC OBJECT SEGMENTATION 审中-公开
    包括基于特征的物体检测和/或双边对称对象分类的图像处理

    公开(公告)号：US20140369608A1

    公开(公告)日：2014-12-18

    申请号：US14124233

    申请日：2013-06-14

    申请人： Tao Wang ,  Lianrui Fu ,  Qiang Li ,  Jianguo Li ,  Yurong Chen ,  Ya-ti Peng ,  Yimin Zhang ,  Anbang Yao

    发明人： Tao Wang ,  Lianrui Fu ,  Qiang Li ,  Jianguo Li ,  Yurong Chen ,  Ya-ti Peng ,  Yimin Zhang ,  Anbang Yao

    IPC分类号： G06K9/46

    CPC分类号： G06K9/6211 ,  G06K9/68

    摘要： Apparatuses, methods and storage medium associated with processing an image are disclosed herein. In embodiments, a method for processing one or more images may include generating a plurality of pairs of keypoint features for a pair of images. Each pair of keypoint features may include a keypoint feature from each image. Further, for each pair of keypoint features, corresponding adjoin features may be generated. Additionally, for each pair of keypoint features, whether the adjoin features are similar may be determined. Whether the pair of images have at least one similar object may also be determined, based at least in part on a result of the determination of similarity between the corresponding adjoin features. Other embodiments may be described and claimed.

    摘要翻译： 本文公开了与处理图像相关联的装置，方法和存储介质。 在实施例中，用于处理一个或多个图像的方法可以包括为一对图像生成多对关键点特征。 每对关键点特征可以包括来自每个图像的关键点特征。 此外，对于每对关键点特征，可以生成相应的邻接特征。 此外，对于每对关键点特征，可以确定邻接特征是否相似。 至少部分地基于相应邻接特征之间的相似性的确定结果，也可以确定该对图像是否具有至少一个相似对象。 可以描述和要求保护其他实施例。

    MARKOV STATIONARY COLOR DESCRIPTOR
    2.
    发明申请
    MARKOV STATIONARY COLOR DESCRIPTOR 有权
    MARKOV STATIONARY色彩描述

    公开(公告)号：US20090169097A1

    公开(公告)日：2009-07-02

    申请号：US11967208

    申请日：2007-12-30

    申请人： Jianguo Li ,  Tao Wang ,  Yurong Chen ,  Yimin Zhang

    发明人： Jianguo Li ,  Tao Wang ,  Yurong Chen ,  Yimin Zhang

    IPC分类号： G06K9/46

    CPC分类号： G06K9/4652 ,  G06K9/4638

    摘要： A method for generating a Markov stationary color (MSC) descriptor is disclosed. The MSC descriptor may be used for image/video content representation, which characterizes both intra-color and inter-color spatial relationships in images. The MSC descriptor has a low storage requirement, relative to some other color descriptors.

    摘要翻译： 公开了一种用于生成马尔科夫静止颜色（MSC）描述符的方法。 MSC描述符可以用于图像/视频内容表示，其表征图像中的色内和色间空间关系。 相对于其他一些颜色描述符，MSC描述符具有较低的存储要求。

    Markov stationary color descriptor
    3.
    发明授权
    Markov stationary color descriptor 有权
    马尔科夫静态色彩描述符

    公开(公告)号：US08059891B2

    公开(公告)日：2011-11-15

    申请号：US11967208

    申请日：2007-12-30

    申请人： Jianguo Li ,  Tao Wang ,  Yurong Chen ,  Yimin Zhang

    发明人： Jianguo Li ,  Tao Wang ,  Yurong Chen ,  Yimin Zhang

    IPC分类号： G06K9/00

    CPC分类号： G06K9/4652 ,  G06K9/4638

    摘要： A method for generating a Markov stationary color (MSC) descriptor is disclosed. The MSC descriptor may be used for image/video content representation, which characterizes both intra-color and inter-color spatial relationships in images. The MSC descriptor has a low storage requirement, relative to some other color descriptors.

    摘要翻译： 公开了一种用于生成马尔科夫静止颜色（MSC）描述符的方法。 MSC描述符可以用于图像/视频内容表示，其表征图像中的色内和色间空间关系。 相对于其他一些颜色描述符，MSC描述符具有较低的存储要求。

    LOSS-ERROR-AWARE QUANTIZATION OF A LOW-BIT NEURAL NETWORK
    7.
    发明申请
    LOSS-ERROR-AWARE QUANTIZATION OF A LOW-BIT NEURAL NETWORK 有权

    公开(公告)号：US20210019630A1

    公开(公告)日：2021-01-21

    申请号：US16982441

    申请日：2018-07-26

    申请人： Anbang YAO ,  Aojun ZHOU ,  Kuan WANG ,  Hao ZHAO ,  Yurong CHEN ,  Intel Corporation

    发明人： Anbang Yao ,  Aojun Zhou ,  Kuan Wang ,  Hao Zhao ,  Yurong Chen

    IPC分类号： G06N3/08 ,  G06K9/62 ,  G06N3/04

    摘要： Methods, apparatus, systems and articles of manufacture for loss-error-aware quantization of a low-bit neural network are disclosed. An example apparatus includes a network weight partitioner to partition unquantized network weights of a first network model into a first group to be quantized and a second group to be retrained. The example apparatus includes a loss calculator to process network weights to calculate a first loss. The example apparatus includes a weight quantizer to quantize the first group of network weights to generate low-bit second network weights. In the example apparatus, the loss calculator is to determine a difference between the first loss and a second loss. The example apparatus includes a weight updater to update the second group of network weights based on the difference. The example apparatus includes a network model deployer to deploy a low-bit network model including the low-bit second network weights.

    Method and apparatus for MPI program optimization
    8.
    发明授权
    Method and apparatus for MPI program optimization 有权
    用于MPI程序优化的方法和装置

    公开(公告)号：US08312227B2

    公开(公告)日：2012-11-13

    申请号：US12598597

    申请日：2007-05-31

    申请人： Eric Li ,  Wenlong Li ,  Jiulong Shan ,  Yurong Chen ,  Yimin Zhang

    发明人： Eric Li ,  Wenlong Li ,  Jiulong Shan ,  Yurong Chen ,  Yimin Zhang

    IPC分类号： G06F12/00

    CPC分类号： G06F8/443

    摘要： Machine readable media, methods, apparatus and system for MPI program optimization. In some embodiments, shared data may be retrieved from a message passing interface (MPI) program, wherein the shared data is sharable by a plurality of processes. Then, the shared data may be allocated to a shared memory, wherein the shared memory is accessible by the plurality of processes. A single copy of the shared data may be maintained in the shared data in a global buffer of the processes of the plurality of processes can read or write the single copy of the shared data from or to the shared memory.

    摘要翻译： 用于MPI程序优化的机器可读介质，方法，设备和系统。 在一些实施例中，可以从消息传递接口（MPI）程序检索共享数据，其中共享数据可通过多个进程共享。 然后，可以将共享数据分配给共享存储器，其中共享存储器可被多个进程访问。 共享数据的单个副本可以在多个进程的处理的全局缓冲器中的共享数据中维护，可以从共享存储器读取或写入共享数据的单个副本。

    METHOD AND APPARATUS FOR MPI PROGRAM OPTIMIZATION
    9.
    发明申请
    METHOD AND APPARATUS FOR MPI PROGRAM OPTIMIZATION 有权
    MPI程序优化的方法和设备

    公开(公告)号：US20100161911A1

    公开(公告)日：2010-06-24

    申请号：US12598597

    申请日：2007-05-31

    申请人： Eric Li ,  Wenlong Li ,  Jiulong Shan ,  Yurong Chen ,  Yimin Zhang

    发明人： Eric Li ,  Wenlong Li ,  Jiulong Shan ,  Yurong Chen ,  Yimin Zhang

    IPC分类号： G06F12/00 ,  G06F12/02

    CPC分类号： G06F8/443

    摘要： Machine readable media, methods, apparatus and system for MPI program optimization. In some embodiments, shared data may be retrieved from a message passing interface (MPI) program, wherein the shared data is sharable by a plurality of processes. Then, the shared data may be allocated to a shared memory, wherein the shared memory is accessible by the plurality of processes. A single copy of the shared data may be maintained in the shared data in a global buffer of the processes of the plurality of processes can read or write the single copy of the shared data from or to the shared memory.

    摘要翻译： 用于MPI程序优化的机器可读介质，方法，设备和系统。 在一些实施例中，可以从消息传递接口（MPI）程序检索共享数据，其中共享数据可通过多个进程共享。 然后，可以将共享数据分配给共享存储器，其中共享存储器可被多个进程访问。 共享数据的单个副本可以在多个进程的处理的全局缓冲器中的共享数据中维护，可以从共享存储器读取或写入共享数据的单个副本。