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artificial intelligence

4DCT image generation

Generating 4DCT images from 3DCT images 
Artificial I
ntelligence

Radiation therapy and particle therapy have the potential to benefit from the use of 4D CT imaging. However, there are several challenges that need to be addressed, such as artifacts caused by irregular breathing patterns and high radiation exposure associated with 4D CT scans. That is why we have developed a product that uses our Artificial Intelligence technology to generate high-precision 4D CT images from 3D CT images. This enables more accurate and safer treatment, providing peace of mind for medical staff.

アイデア3

​Higher accuracy of treatment planning

The thoracoabdominal region is highly affected by respiratory motion, and in particle therapy, density changes can have a significant impact on dose distribution. To address these issues, various techniques such as 4D robust optimization and range-adaptive ITV have been developed, but these require 4D CT images. However, even with only 3D CT images, our product can generate 4D CT images, enabling more accurate treatment planning and potentially improving treatment outcomes.

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Application expansion of machine learning + IGRT

In the medical field, precise treatment is essential. To achieve this, image-guided radiation therapy (IGRT), which accurately identifies the position of a tumor that moves with respiration and irradiates it with a treatment beam, has become the mainstream. However, the structures within the body are complex, and simple image processing techniques often fail to achieve sufficient accuracy. Therefore, IGRT using machine learning has been gaining attention recently. With our product, even with 3D CT images, high-precision machine learning IGRT can be achieved by using them as training data. This enables medical staff to provide more accurate treatments that meet their needs.

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(a) Original 4D CT image. (b) 4D CT image generated from 3D CT (T50). The CT images are generated with a natural feel close to the original 4D CT images. (c) Shows the difference image between image (a) and image (b).

(Note) T00 = peak inhale, T50 = exhale. A CT acquisition was taken in the prone position.

inquiry

Please contact us if you are interested.

Thank you!

285-0858 Skyplaza・Mall 3F, 4-1-1, Yu-kari-gaoka, Sakura-shi, Chiba 

©2020 by Perfect Imaging Laboratory

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