Ultrasound-assisted muscle recognition method, system and auxiliary injection device
An ultrasound-assisted and recognition method technology, which is applied in subcutaneous injection devices, neural learning methods, ultrasound/sonic/infrasonic diagnosis, etc., can solve problems such as unclear muscle boundaries, shorten the learning cycle, avoid damage, and improve safety. Effect
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Method used
Image
Examples
Embodiment 1
[0044] An ultrasound-assisted muscle recognition method is provided in this embodiment, including: a training phase and an application phase; wherein, the training phase includes: constructing a deep learning model and obtaining a training sample; the training sample is a muscle ultrasound image with a known name;
[0045] In this embodiment, a convolutional neural network is used as a learning model, and training samples are input into the learning model for training to obtain a trained deep learning model, namely: an ultrasound-assisted muscle recognition model;
[0046] Among them, the application stage includes: inputting the ultrasonic image to be recognized into the trained deep learning model, and outputting the muscle outline in the ultrasonic image to be recognized.
[0047] The concrete steps of described training are as follows:
[0048] (3) Preprocessing the ultrasonic image, including graying the ultrasonic image, denoising the image, enhancing the contrast, and p...
Embodiment 2
[0053] An ultrasound-assisted muscle recognition system is provided in this embodiment, including: a training module and an application module;
[0054] Wherein, the training module includes: a construction unit, which is configured to: construct a deep learning model, and obtain a training sample; the training sample is an ultrasound image that has marked muscle contours;
[0055] The training unit is configured to: input the training samples into the deep learning model for training, and obtain the trained deep learning model, namely: the ultrasound-assisted muscle recognition model;
[0056] Among them, the application module includes:
[0057] The identification unit is configured to: input the ultrasound image to be identified into the trained deep learning model, and output the muscle contour in the ultrasound image to be identified; the training method of the deep learning model is carried out using the method in embodiment 1 .
Embodiment 3
[0059] This embodiment provides a storage medium, on which there are computer instructions, and the computer instructions are executed as in the method for establishing a deep learning model in Embodiment 1.
PUM
Abstract
Description
Claims
Application Information
- R&D Engineer
- R&D Manager
- IP Professional
- Industry Leading Data Capabilities
- Powerful AI technology
- Patent DNA Extraction
Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic, Popular Technical Reports.
© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap|About US| Contact US: help@patsnap.com