MODEL-BASED IMAGING IN ULTRASOUND
A final ultrasound image can be formed by receiving an actual ultrasound image from an ultrasound imaging device, the actual ultrasound image being formed using parameters, creating a synthetic ultrasound image using a simulation model based on the parameters; and forming the final ultrasound image based on the synthetic ultrasound image and the actual ultrasound image.
1 . A method of forming a final ultrasound image, comprising, at a computing device of an ultrasound imaging device:
receiving an actual ultrasound image from the ultrasound imaging device, the actual ultrasound image being formed using parameters;
creating a synthetic ultrasound image using a simulation model based on the parameters; and
forming the final ultrasound image based on the synthetic ultrasound image and the actual ultrasound image.
2 . The method of claim 1 , wherein the receiving the actual ultrasound image from the ultrasound imaging device comprises receiving the actual ultrasound image from the ultrasound imaging device at a first imaging frequency.
3 . The method of claim 1 , wherein the parameters include at least one of a scatterer intensity or a distribution pattern.
4 . The method of claim 3 , wherein the synthesizing further comprises training the simulation model by comparing the actual ultrasound image and an initial simulated ultrasound image.
5 . The method of claim 1 , wherein the simulation model is an artificial intelligence (AI) model.
6 . The method of claim 1 , wherein the simulation model is a real-time ultrasound model based on a real-time simulation of ultrasound data.
7 . The method of claim 1 , wherein the parameters include transducer parameters and ultrasound imaging parameters to form the actual ultrasound image.
8 . The method of claim 7 , wherein the synthesizing further comprises adapting the parameters used to form the actual ultrasound image to minimize differences between the actual ultrasound image and an initial simulated ultrasound image.
9 . The method of claim 8 , wherein the synthesizing further comprises adapting the scatterer intensity and distribution pattern to minimize differences between the actual ultrasound image and the initial simulated ultrasound image.
10 . The method of claim 9 , wherein the synthesizing further comprises using the adapted scatterer intensity and distribution pattern to form the simulated ultrasound image.
11 . The method of claim 2 , wherein the synthesizing comprises displaying the final ultrasound image at a second imaging frequency.
12 . The method of claim 11 , wherein the second imaging frequency is greater than the first imaging frequency, the actual ultrasound image is at a first spatial resolution, the final ultrasound image is at a second spatial resolution, and the second spatial resolution is higher than the first spatial resolution.
13 . The method of claim 1 , wherein the synthesizing comprises reducing or eliminating reverb noise of the final ultrasound image based on the simulation model of an imaging anatomy.
14 . The method of claim 1 , wherein the synthesizing comprises improving a penetration depth of the simulated ultrasound image at high imaging frequencies.
15 . The method of claim 1 , wherein the synthesizing comprises training the simulation model with time to create a spatial-temporal model.
16 . The method of claim 1 , wherein the synthesizing comprises improving a doppler image quality of the final ultrasound image.
17 . The method of claim 1 , wherein the synthesizing comprises improving a needle detection of the final ultrasound image.
18 . The method of claim 1 , wherein the synthesizing comprises rendering the final ultrasound image using motion mode.
19 . The method of claim 1 , wherein the synthesizing comprises training the simulation model by automatically identifying and adapting imaging presets by comparing one or more of the simulation models with one or more templates of stored models.
20 . An ultrasound imaging device, comprising:
a computing circuit;
one or more processors;
memory; and
one or more programs stored in the memory and configured for execution by the one or more processors, the one or more programs comprising instructions for:
receiving an actual ultrasound image from the ultrasound imaging device, the actual ultrasound image being formed using parameters; and
creating a synthetic ultrasound image using a simulation model based on the parameters; and
forming the final ultrasound image based on the synthetic ultrasound image and the actual ultrasound image.