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Image salient object segmentation method and apparatus based on reciprocal attention between foreground and background

机译:基于前景与背景之间的互核关注的图像凸起对象分割方法和装置

摘要

An image salient object segmentation method and an apparatus based on reciprocal attention between a foreground and a background, and the method includes: obtaining a feature map corresponding to a training image based on a convolutional neural backbone network, and obtaining foreground and background initial feature responses according to the feature map; obtaining a reciprocal attention weight matrix, and updating the foreground and background initial feature responses according to the reciprocal attention weight matrix, to obtain foreground and background feature maps; training the convolutional neural backbone network according to the foreground and the background feature maps based on a cross entropy loss function and a cooperative loss function, to obtain a foreground and background segmentation convolutional neural network model; and inputting an image to be segmented into the foreground and background segmentation convolutional neural network model to obtain foreground and background prediction results.
机译:基于前景和背景之间的往复注意的图像突出对象分割方法和装置,以及该方法包括:获得基于卷积神经骨干网的训练图像对应的特征映射,并获得前景和背景初始特征响应根据特征图;获得互惠注意力重量矩阵,并根据互惠注意力矩阵更新前景和背景初始特征响应,以获得前景和背景特征图;根据前景和背景特征映射训练卷积神经骨干网,基于跨熵损失功能和协作损耗功能,以获得前景和背景分割卷积神经网络模型;并将要分段的图像输入到前景和背景分割卷积神经网络模型中,以获得前景和背景预测结果。

著录项

  • 公开/公告号US11151725B2

    专利类型

  • 公开/公告日2021-10-19

    原文格式PDF

  • 申请/专利权人 BEIHANG UNIVERSITY;

    申请/专利号US201916581680

  • 申请日2019-09-24

  • 分类号G06K9;G06T7/194;G06F17/15;G06F17/16;G06N3/04;

  • 国家 US

  • 入库时间 2022-08-24 21:44:54

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