A Semantic Segmentation Method for Masses in Mammography Images Based on Deep Residual Networks
A semantic segmentation and image technology, which is applied in the field of semantic segmentation of mammography images, can solve the problems of unsatisfactory segmentation results, uneven intensity distribution, and inability to accurately express local image features, so as to improve generalization ability and solve data inconsistency. The effect of balancing, reducing the likelihood of overfitting
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Method used
Image
Examples
Embodiment 1
[0069] Embodiment 1, the breast mammography image mass semantic segmentation method based on depth residual network, such as Figure 1-Figure 4 shown, including the following:
[0070] Annotate the collected mammography images corresponding to the pixel categories of breast masses and normal tissues (that is, label semantic segmentation labels), obtain label images, and divide mammography images together with their corresponding label images into training samples and test samples; preprocessing After training samples, generate a training data set; construct a deep residual network, use the training data set to train the network, perform hyperparameter search, and obtain a deep residual network training model; generate a test data set after preprocessing the test samples, and test The mammography image to be segmented in the data set uses the deep residual network training model to perform binary classification and post-processing on each pixel of the image, obtains the semanti...
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