Location History:
- Dalian, CN (2021)
- Liaoning, CN (2022 - 2023)
Company Filing History:
Years Active: 2021-2023
Title: Innovations in Lung Texture Recognition by Rui Xu
Introduction
Rui Xu is a prominent inventor based in Liaoning, China, known for his significant contributions to the field of image processing and computer vision. With a total of four patents to his name, he has developed innovative methods that enhance the recognition of lung textures in computed tomography (CT) images.
Latest Patents
One of Rui Xu's latest patents is the "Deep Network Lung Texture Recognition Method Combined with Multi-Scale Attention." This invention focuses on accurately recognizing the typical texture of diffuse lung disease in CT images. It features a unique attention mechanism module and a multi-scale feature fusion module, which together construct a deep convolutional neural network. This network achieves high-precision automatic recognition of typical textures associated with diffuse lung diseases. The proposed structure is not only clear but also easy to construct and implement.
Another notable patent is the "Unsupervised Content-Preserved Domain Adaptation Method for Multiple CT Lung Texture Recognition." This method allows a deep network model trained on one type of CT data to be effectively applied to another CT image without the need for manual labeling. By utilizing an adversarial learning mechanism and a specially designed content consistency network module, this method fine-tunes the deep network model to maintain high performance in lung texture recognition. It is practical, saves development time, and reduces labor costs.
Career Highlights
Rui Xu is affiliated with Dalian University of Technology, where he continues to advance research in his field. His work has garnered attention for its practical applications in medical imaging and diagnostics.
Collaborations
Rui Xu collaborates with notable colleagues, including Xinchen Ye and Haojie Li, who contribute to his research endeavors and innovations.
Conclusion
Rui Xu's innovative patents in lung texture recognition demonstrate his commitment to advancing medical imaging technology. His contributions are paving the way for more efficient and accurate diagnostic methods in healthcare.