Advanced screening and diagnosis via artificial intelligence
1) Ultrasound based deep learning to improve clinical workflow
>>B-mode, color Doppler, elastography, .etc
>>Breast disease, pancreatic disease, liver disease, .etc
2) Multimodal data integration for precision screening and diagnosis
>>Common modalities performed before biopsy
>>Breast disease
3) Interpretable deep learning for human-machine collaboration
>>Breast disease
High resolution ultrasound imaging
1) High resolution elastography imaging
>>High frequency (> 30MHz) 1D linear array>> eye, superficial tissue
2) Super resolution ultrasound localization microscopy
>> 15 MHz linear array or 10 MHz matrix array
>> Localization-tracking based or deep learning based reconstruction
>> deep eye vessels, deep brain vessels, . etc