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Dynamic feature selection for joint probabilistic recognition

机译:联合概率识别的动态特征选择

摘要

#$%^&*AU2014218444A120160317.pdf#####- 35 ABSTRACT DYNAMIC FEATURE SELECTION FOR JOINT PROBABILISTIC RECOGNITION A method (100) of jointly classifying a plurality of objects in an image (912) using a feature type (e.g. 110) selected from a plurality (113) of feature types (110-112) determines classification information (140) for each of the plurality of objects (960) in the image by applying a predetermined joint classifier (113,121-122) to at least one feature (110a) of a first type. The feature is generated from the image using a first feature extractor (110), the classification information being based on a probability of each of a plurality of possible classifications. The method estimates (123, 260), for each of the feature types, an improvement in an accuracy (R) of classification for each of the plurality of objects, the estimated improvement being formed using the determined classification information (140) for each of the objects and a type (250) of each of the objects in the image. The method selects features of a further type (240), from the plurality of feature types, according to the estimated improvement in the accuracy of the classification of each of the objects, and classifies (121-122) the plurality of objects in the image using the selected features of the further type. AAAAAAR 1 PiRf7?9 cnpri Inrinp
机译:#$%^&* AU2014218444A120160317.pdf #####-35抽象联合概率识别的动态特征选择一种使用特征对图像(912)中的多个对象进行联合分类的方法(100)从多个(113)特征类型(110-112)中选择的类型(例如110)确定图像中多个对象(960)中每个对象的分类信息(140)将预定的联合分类器(113,121-122)应用于第一个的至少一个特征(110a)类型。使用第一特征提取器(110)从图像生成特征,分类信息基于多个可能的每一个的概率分类。该方法针对每种特征类型估计(123、260)多个物体中每个物体的分类精度(R)的提高,使用确定的分类信息形成的估计改进(140)对于图像中的每个对象以及每个对象的类型(250)。方法根据所述特征,从所述多个特征类型中选择另一类型的特征(240)。估计每个对象分类准确性的提高,以及使用选定的特征对图像中的多个对象进行分类(121-122)进一步的类型。AAAAAAR 1 PiRf7?9 cnpri Inrinp

著录项

  • 公开/公告号AU2014218444A1

    专利类型

  • 公开/公告日2016-03-17

    原文格式PDF

  • 申请/专利权人 CANON KABUSHIKI KAISHA;

    申请/专利号AU20140218444

  • 发明设计人 MEHRSERESHT NAGITA;

    申请日2014-08-29

  • 分类号G06T7/60;

  • 国家 AU

  • 入库时间 2022-08-21 14:20:07

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