The invention discloses an innovative nnFormer enabled ultra-precise
positioning system for a
lymphoma focus. The innovative nnFormer enabled ultra-precise
positioning system for the
lymphoma focus is provided. Comprising a user layer which interacts with an external user and is used for acquiring image data from the external user or feeding back a positioning result to the external user; the
data management layer communicates with the user layer and is used for receiving the acquired image data and performing
storage management on the image data; the AI intelligent
processing module is in communication connection with the
data management layer; the front-end medical view module communicates with the user layer, and the front-end medical view module comprises a view basic tool, a
window level control module, a multi-section control module and a color control module; and iteratively updating the nnFormer model, the tumor focus positioning
algorithm and the AI auxiliary diagnosis logic in an automatic or semi-automatic manner. In addition, the module also adopts advanced technologies such as
reinforcement learning and the like, so that the
system can continuously optimize the performance in
actual use, and the accuracy and generalization ability are improved.