| CPC A61B 6/542 (2013.01) [A61B 6/5258 (2013.01); G06T 5/50 (2013.01); G06T 5/70 (2024.01); G06V 10/82 (2022.01); G06T 2207/10016 (2013.01); G06T 2207/10121 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/20216 (2013.01); G06T 2207/30004 (2013.01); G06T 2207/30168 (2013.01)] | 18 Claims |

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1. A computer-implemented method for improving live video quality comprising:
(a) acquiring, using a medical imaging apparatus, a stream of consecutive image frames of a subject, wherein the stream of consecutive image frames is acquired with a reduced amount of radiation dose;
(b) applying a deep learning network model to the stream of consecutive image frames to generate an output image frame with improved quality in both temporal domain and spatial domain, wherein the deep learning network model is trained using training datasets comprising a pair of a simulated low-quality video and a simulated high-quality video; and
(c) displaying the output image frame with improved quality in real-time on a display.
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