Hollow cylindrical ultrasound imaging system for analyzing body composition and operation method of the ultrasound imaging system

1. An ultrasound imaging system comprising:

a scan device comprising a cylindrical body having an opening through which an object is insertable;

an ultrasonic probe connected to a part of the scan device;

a controller configured to control the ultrasonic probe to emit a transmission ultrasonic signal to the object at multiple positions at the scan device, and receive a reflection ultrasonic signal reflected from the object; and

an image processor configured to generate multiple two-dimensional (2D) ultrasound images based on reflection ultrasonic signals received at the multiple positions at the scan device, respectively, and generate a 3D ultrasound image based on the multiple 2D ultrasound images,

wherein the scan device further comprises a scan module configured to move the ultrasonic probe,

wherein the scan module comprises:

a plurality of first frames disposed along a circular circumference of the cylindrical body;

a second frame which is linear and is connected to one point of each of the plurality of first frames;

a first motor configured to move the ultrasonic probe along each of the plurality of first frames; and

a second motor configured to move the ultrasonic probe along the second frame;

wherein the controller is configured to:

control the second motor to move the ultrasonic probe to a first position among a plurality of positions of the second frame;

control the first motor to move the ultrasonic probe at the first position in a first direction along a first frame corresponding to the first position among the plurality of first frames;

control the second motor to move the ultrasonic probe to a second position among the plurality of positions of the second frame, the second position being different from the first position; and

control the first motor to move the ultrasonic probe at the second position in a second direction along a first frame corresponding to the second position among the plurality of first frames, the second direction being different from the first direction.

2. The ultrasound imaging system of claim 1 , wherein the scan device further comprises:

an INLET/OUTLET INTERFACE through which a fluid can be injected into or discharged from the cylindrical body,

wherein the cylindrical body is made of a flexible material.

3. The ultrasound imaging system of claim 2 , wherein the controller is configured to:

control the ultrasonic probe to move to the multiple positions at the scan device;

control the ultrasonic probe to emit the transmission ultrasonic signal through the cylindrical body to the object at the multiple positions at the scan device; and

control the ultrasonic probe to receive the reflection ultrasonic signal that has been reflected from the object and has passed through the cylindrical body at the multiple positions at the scan device.

4. The ultrasound imaging system of claim 1 , wherein the controller is configured to control the transmission ultrasonic signal to be transmitted at multiple positions on the second frame at which probing ranges of the ultrasonic probe overlap each other.

5. The ultrasound imaging system of claim 2 , wherein the scan device further comprises a pressure sensor configured to measure a fluid pressure of the cylindrical body, and

the controller is configured to control injection or discharge of the fluid into or from the cylindrical body based on the measured fluid pressure.

6. The ultrasound imaging system of claim 1 , wherein the ultrasonic probe is connected to the scan device by being mounted to the scan device or detachably held on a holding part in the scan device.

7. The ultrasound imaging system of claim 1 , wherein the image processor is configured to obtain a body composition of the object based on the 3D ultrasound image.

8. The ultrasound imaging system of claim 7 , wherein the image processor is configured to obtain the body composition of the object based on a result of applying a 2D ultrasound image or a 2D section image generated from the 3D ultrasound image to a deep learning-based trained model which performs semantic segmentation.

9. The ultrasound imaging system of claim 8 , wherein the trained model comprises an encoder including a convolution filter, and a decoder including a transposed convolution filter,

wherein the encoder is configured to include a max pooling operation,

the decoder is configured to output a segmentation result, and

two feature maps included in an encoding process among multiple feature maps of the encoder are connected to the decoder.

10. The ultrasound imaging system of claim 8 ,

wherein the trained model comprises an encoder including a convolution filter, and a decoder including a transposed convolution filter, and

the encoder comprises multiple channel attention modules including different size grids.

11. The ultrasound imaging system of claim 10 , wherein there are multiple grids, and sizes of the multiple grids decrease in a direction in which the encoder performs encoding.

12. An operation method of an ultrasound imaging system for generating a 3D ultrasound image of an object inserted in a scan device, the method comprising:

controlling an ultrasonic probe connected to a part of the scan device to emit a transmission ultrasonic signal to the object at multiple positions at the scan device, and receive a reflection ultrasonic signal reflected from the object; and

generating multiple 2D ultrasound images based on reflection ultrasonic signals received at the multiple positions at the scan device, respectively, and generating a 3D ultrasound image based on the multiple 2D ultrasound images,

wherein the scan device further comprises a scan module configured to move the ultrasonic probe,

wherein the scan module comprises:

a plurality of first frames disposed along a circular circumference of the cylindrical body; and

a second frame which is linear and is connected to one point of each of the plurality of first frames,

wherein the controlling the ultrasonic probe comprises:

moving the ultrasonic probe to a first position among a plurality of positions of the second frame;

moving the ultrasonic probe at the first position in a first direction along a first frame corresponding to the first position among the plurality of first frames;

moving the ultrasonic probe to a second position among the plurality of positions of the second frame, the second position being different from the first position; and

moving the ultrasonic probe at the second position in a second direction along a first frame corresponding to the second position among the plurality of first frames, the second direction being different from the first direction.