Target object identification method and device, computer equipment and storage medium

A target object and identification method technology, applied in the Internet field, can solve problems such as original data leakage, and achieve the effect of ensuring accuracy and improving accuracy

Active Publication Date: 2021-09-17
TENCENT TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, machine learning models can often highly fit the sample data, so that model parameters and detailed prediction results can retain more original data features, resulting in the leakage of original da

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  • Target object identification method and device, computer equipment and storage medium
  • Target object identification method and device, computer equipment and storage medium
  • Target object identification method and device, computer equipment and storage medium

Examples

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Example Embodiment

[0073] The embodiments of the present application provide a target object recognition method, device, computer equipment, and storage medium, which can improve the accuracy of target object recognition by ensuring the accuracy of the model output interest point classification result on the premise of retaining important features. And the protection of any attribute information can be improved by scrambling the characteristics of the target object.

[0074] The terms "first", "second", "third", "fourth", etc. (if any) in the description and claims of this application and the above-mentioned drawings are used to distinguish similar objects and are not necessarily used to describe a specific order or sequence. It is to be understood that the data so used may be interchanged under appropriate circumstances such that the embodiments of the application described herein can, for example, be practiced in sequences other than those illustrated or described herein. Furthermore, the ter...

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Abstract

The invention discloses a target object identification method and device, computer equipment and a storage medium, which are applied to the technical field of Internet, and the method comprises the following steps: obtaining a target object for a target service; performing characterization processing on the target object to obtain target object features; based on the target object features, performing feature processing and then determining a first interestingness feature and a second interestingness feature; performing noise addition processing on the first interestingness feature to obtain a first noise addition feature; based on the second interestingness feature and the first noise adding feature, obtaining an interest point classification result corresponding to the target object through a target classification model; and determining an interestingness label of the target object according to the interest point classification result corresponding to the target object. By means of the method, the accuracy of the interest point classification result output by the model is guaranteed on the premise that important features are reserved, so that the accuracy of target object recognition is improved, and protection on any attribute information can be improved by scrambling the features of the target object.

Description

technical field [0001] The present application relates to the field of Internet technologies, and in particular, to a target object identification method, apparatus, computer equipment and storage medium. Background technique [0002] With the development of Internet technology, more and more needs can be served through the Internet. Taking Internet online education and training as an example, people have more service demands in educational scenarios, so there may be users who have higher interest in Internet online education advertisements, and the specific manifestations of higher interest are not limited to high advertisements. Click-through rate, high education product payment rate, and how to identify high-interest objects are becoming more and more important. At present, the industry mainly uses the method of constructing multi-dimensional features and model training to predict the probability that the current object is an object of high interest or an object of ordin...

Claims

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Application Information

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IPC IPC(8): G06Q30/02G06K9/62G06N3/04G06N3/08G06N20/20
CPCG06Q30/0271G06Q30/0277G06Q30/0201G06N3/08G06N20/20G06N3/045G06F18/241G06F18/2411
Inventor 樊鹏
Owner TENCENT TECH (SHENZHEN) CO LTD
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