Loopback detection method and device and electronic equipment

A detection method and loopback technology, which is applied in the computer field, can solve problems such as viewing angle difference and loopback detection, and achieve the effect of increasing robustness and avoiding failure of loopback detection

Pending Publication Date: 2022-06-17
BEIJING INSTITUTE OF TECHNOLOGYGY +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The change of viewing angle caused by switching back and forth between the observation mode on land and in the air will produce a viewing angle difference. The appearance of the viewing angle difference will make it difficult for the existing loop detection method to correctly detect the loopback when the land and air amphibious platform passes through the same environment.

Method used

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  • Loopback detection method and device and electronic equipment
  • Loopback detection method and device and electronic equipment
  • Loopback detection method and device and electronic equipment

Examples

Experimental program
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Effect test

Embodiment 1

[0029] This embodiment proposes a loopback detection method, where the execution subject is a computing device on a land-air amphibious platform.

[0030] The computing device is connected to the image acquisition device on the land-air amphibious platform, and can acquire images of the surrounding environment collected by the image acquisition device.

[0031] see figure 1 Shown is a flow chart of a loopback detection method. This embodiment provides a loopback detection method, which includes the following specific steps:

[0032] Step 100: Obtain the current surrounding environment image, process the current surrounding environment image, and obtain the key frame of the current surrounding environment image, key frame position information, and the current surrounding environment image. Feature points in the image are obtained. location information.

[0033] In the above step 100, the computing device first obtains the current surrounding environment image collected by the...

Embodiment 2

[0092] This embodiment provides a loopback detection apparatus, which is used to execute the loopback detection method proposed in the above-mentioned Embodiment 1.

[0093] see figure 2 Shown is a schematic structural diagram of a loopback detection device. This embodiment provides a loopback detection device, including:

[0094] The acquisition module 200 is configured to acquire the current surrounding environment image, process the current surrounding environment image, and obtain the key frame of the current surrounding environment image, the position information of the key frame, and the information in the current surrounding environment image. Location information of feature points;

[0095] The processing module 202 is configured to preprocess the current surrounding environment image to obtain a grayscale image of the current surrounding environment image, and process the grayscale image through the trained deep learning model to obtain the grayscale image of the cu...

Embodiment 3

[0110] This embodiment provides a computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is run by a processor, the steps of the loop closure detection method described in Embodiment 1 above are executed. For specific implementation, refer to Method Embodiment 1, which will not be repeated here.

[0111] In addition, see image 3A schematic structural diagram of an electronic device is shown. This embodiment also provides an electronic device. The electronic device includes a bus 51 , a processor 52 , a transceiver 53 , a bus interface 54 , a memory 55 and a user interface 56 . The above-mentioned electronic device includes the memory 55 .

[0112] In this embodiment, the above-mentioned electronic device further includes: one or more programs stored on the memory 55 and executable on the processor 52, configured to be executed by the above-mentioned processor to execute the above-mentioned o...

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Abstract

The invention provides a loopback detection method and device and electronic equipment, and the method comprises the steps: carrying out the processing of an obtained current surrounding environment image, obtaining a key frame of the current surrounding environment image, the position information of the key frame, and the position information of a feature point in the current surrounding environment image; determining a loopback frame of the key frame of the current surrounding environment image; and finally, according to the position information of the key frame and the feature points in the current surrounding environment image, the relative pose between the key frame and the loopback frame of the current surrounding environment image is calculated, and the gray level image can be processed through a trained deep learning model. The method comprises the following steps of: obtaining confidence of each point data as a feature point in a gray level image of a current surrounding environment image and a descriptor of each point data, and determining a loopback frame of a key frame of the current surrounding environment image by utilizing the obtained descriptor of each point data; therefore, the problem of loopback detection failure caused by view angle difference before and after view angle switching is avoided.

Description

technical field [0001] The present invention relates to the field of computer technology, and in particular, to a method, apparatus and electronic device for loop closure detection. Background technique [0002] At present, there is no effective loop closure detection method on the land-air amphibious platform that needs to switch the perspective. For land-air amphibious platforms, the feature of switching back and forth between the observation mode on land and in the air brings great challenges to visual SLAM. The change of the viewing angle caused by switching the observation mode back and forth between land and air will cause a difference in viewing angle. The appearance of the difference in the viewing angle will make it difficult for the existing loopback detection methods to correctly detect the loopback when the land-air amphibious platform passes through the same environment. SUMMARY OF THE INVENTION [0003] To solve the above problems, the embodiments of the pre...

Claims

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Application Information

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Patent Type & AuthorityApplications(China)
IPC IPC(8): G06V20/00G06V10/28G06V10/46G06V10/74G06V10/762G06V10/82G06K9/62G06N3/02
CPCG06N3/02G06F18/23G06F18/22
Inventor王雨桐向真樊伟徐彬刘春桃
OwnerBEIJING INSTITUTE OF TECHNOLOGYGY