Massaging robot acupoint detecting and positioning method based on YOLO

A positioning method and robot technology, applied in the field of physiotherapy robots, can solve the problems of complex backgrounds that are not universal, the level of intelligence is far apart, and the massage background is single, so as to eliminate the interference of similar targets, widen the application, and reduce the detection area. Effect

Active Publication Date: 2022-02-08
NORTH CHINA INST OF AEROSPACE ENG
View PDF5 Cites 2 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, most of today's visual positioning-based massage robots often have high requirements on the working environment, require a single massage background, are not universal to complex backgrounds and have low positioning accuracy, and are far behind professional masseurs in terms of intelligence.

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Massaging robot acupoint detecting and positioning method based on YOLO
  • Massaging robot acupoint detecting and positioning method based on YOLO
  • Massaging robot acupoint detecting and positioning method based on YOLO

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0076] like figure 1 As shown, the embodiment of the present invention provides an YOLO-based massage robot acupoint detection and a positioning method, the execution body of the present embodiment can be a massage robot or robot, which is mainly within the robot. In particular, the YOLO network model of the present embodiment is the highest version of the YOLO network model such as a V5 version, and the method of the present embodiment includes the following steps:

[0077] A10, collecting the original image of the human body with a circular acupuncture point;

[0078] The acquisition in this step can be an ordinary collection of any camera. Usually the category of acupuncture stickers may include a white acupoint sticker or a black acupoint sticker. In other embodiments, it may also be other colors, which are not limited thereto, and according to actual needs, the scheme of the present embodiment can be illustrated in black and white category.

[0079] A20, using the YOLO networ...

Embodiment 2

[0102] In the current field of robotic therapy, body points to identify and locate key issues massage robot, the robot is a prerequisite to ensure security. In this embodiment the artificial binding site and a depth marker detection learning objectives, the proposed method for detection and location massage points based YOLO robot.

[0103] The method consists of two parts: coarse positioning circular points and the center of paste precise positioning. The method of flow figure 1 Indicated. First, a network model YOLO paste coarse positioning circular points, then the Gaussian filter combined Otsu and Canny algorithm, to obtain edge points of the circular mark, to further exclude non-target based on the detection result by the edge extraction method of the largest connected component interference points, and finally by the least squares method to the center coordinates of artificial landmarks precise positioning, and use of existing robot hand-eye calibration technology into the r...

Embodiment 3

[0141] A third aspect of the present application provides a robot, comprising: a memory, a processor and a memory and the computer program runs on a processor in the memory, to achieve any one of the above embodiments, when executed by the processor of a computer program based on the step point massage YOLO detection and location of the robot.

[0142] Robot may comprise: at least one processor, at least one memory, the at least one network interface and other user interface. Its various components are coupled together by a bus system. It appreciated, a bus system for implementing communications connections between these components. In addition to a data bus system includes a bus, but also include a power bus, control bus, and a status signal bus. Wherein the user interface may include a display, a keyboard or a pointing device (e.g., a mouse, a trackball (Trackball) or touch panels.

[0143] It will be appreciated, embodiments of the present embodiment the memory may be volatile ...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The embodiment of the invention relates to a YOLO-based massage robot acupoint detection and positioning method. The method comprises the following steps: A10, acquiring a human body original image pasted with a circular acupoint patch; A20, adopting a YOLO network model to carry out coarse positioning on the circular acupoint patch to obtain a coarsely positioned acupoint area; A30, preprocessing the coarsely positioned acupoint area, and obtaining edge points of the acupoint patch by adopting a Canny algorithm; A40, based on the edge points of the acupoint patch, determining a maximum communication area, taking the determined maximum communication area as the edge of the acupoint patch, and based on the extracted maximum communication area, acquiring accurate acupoint center information by adopting a least square method. By means of the method, the accuracy of human body acupoint recognition and positioning is achieved, and the reliability of results is improved.

Description

Technical field [0001] The present application belongs to the technical field of physiotherapy robot, and specifically, it is related to YOLO-based massage robot acupoint detection and positioning method. Background technique [0002] Chinese medicine massage is an important part of our medical field. At present, the field is mainly to massage the patient with experience in patients with artificial methods. A course of treatment, the physician needs to pay a lot of physical labor and time, and combining Chinese medicine massage theory and robotics will be the optimal solution to this problem. In recent years, many experts scholars have launched a series of research around the key technology of massage robots, but mostly focused on massage mechanism analysis and computer simulation direction, and some researchers have developed a real-time image acquisition of massage robot tracking system, realizing massage Dynamic tracking of acupoints. However, most visual positioning massage r...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
Patent Type & Authority Applications(China)
IPC IPC(8): G06T7/73G06T7/13G06T7/187G06N3/04
CPCG06T7/75G06T7/13G06T7/187G06N3/045
Inventor 李巍彭岸辉杨婧翾刘宇朋
Owner NORTH CHINA INST OF AEROSPACE ENG
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products