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Object detection model training method and target object detection method

A technology of object detection and target object, which is applied in the computer field, can solve problems such as labor cost, time-consuming annotators, and easy to be influenced by annotators, so as to reduce workload and labor costs

Active Publication Date: 2019-04-30
HUAZHONG UNIV OF SCI & TECH +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, this method of accurately labeling the training target object area in the training samples requires a lot of labor costs and a lot of time for the labelers, and the labeling results are also easily affected by the labelers, which leads to the final training The prediction accuracy of the target object detection model is low

Method used

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  • Object detection model training method and target object detection method
  • Object detection model training method and target object detection method
  • Object detection model training method and target object detection method

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Embodiment Construction

[0081] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0082] figure 1 It is an application environment diagram of an object detection model training method in an embodiment. refer to figure 1 , the object detection model training method is applied to an object detection model training system. The object detection model training system includes a terminal 110 and a server 120 . Terminal 110 and server 120 are connected via a network. The terminal 110 may specifically be a desktop terminal or a mobile terminal, and the mobile terminal may specifically be at least one of a mobile phone, a tablet computer, a notebook computer...

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Abstract

The invention relates to a target object detection method and device, a computer readable storage medium and computer equipment. The method comprises the steps that acquiring a to-be-detected image; inputting the to-be-detected image into the target object detection model, wherein the target object detection model is obtained by carrying out parameter adjustment on an initial object detection model through training a loss value; wherein the training loss value is obtained through calculation according to target pixel points determined by a first area and a second area, and the first area and the second area are obtained through determination according to the position of the sample mass center of a target type object in the training sample image; generating a prediction graph correspondingto the to-be-detected image by the target object detection model, wherein the prediction graph describes the relation degree of each pixel point of the to-be-detected image belonging to the target detection object; and carrying out region segmentation on the prediction image to obtain a target detection object region. In addition, the invention further provides an object detection model training method and device, a computer readable storage medium and computer equipment.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to an object detection model training method, device, computer-readable storage medium and computer equipment, and a target object detection method, device, computer-readable storage medium and computer equipment. Background technique [0002] In the traditional technology, the training samples of the object detection model require the annotator to accurately mark the training target object area in the training sample, so that they can be used as the training samples of the object detection model for training, so that the finally trained target object detection model can achieve the highest effect. However, this method of accurately labeling the training target object area in the training samples requires a lot of labor costs and a lot of time for the labelers, and the labeling results are also easily affected by the labelers, which leads to the final training The predi...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06T7/11G06T7/66G06N3/04G06V10/25G06V10/764
CPCG06T7/11G06T7/66G06T2207/10056G06T2207/20081G06T2207/30024G06N3/045G06F18/214G06F18/241G06T7/77G06T7/0012G06T2207/20076G06T2207/30096G06T2207/10016G06V20/693G06V20/698G06V10/25G06V2201/03G06V10/82G06T2207/20084G06V10/764G06T7/194G06T2207/30204G06V2201/07G06F18/2148G06F18/2193
Inventor 王兴刚刘文予李超黄俊洲王巨宏马东嫄
Owner HUAZHONG UNIV OF SCI & TECH
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