The invention discloses a longitudinal CT image-assisted rectal
cancer neoadjuvant radiotherapy and
chemotherapy treatment reaction evaluation device, which comprises a
focus area segmentation module, a
rectum focus area detection module, a
rectum focus area detection module, a
rectum focus area detection module, a rectum focus area detection module, a rectum focus area detection module, a rectum focus area detection module, a rectum focus area detection module and a rectum focus area detection module, obtaining a standardized three-dimensional tumor area; a
feature fusion module extracts
deep learning features of a focus area after segmentation at two time points before neoadjuvant radiotherapy and
chemotherapy and before an operation from the three-dimensional tumor area, and performs weighted fusion on the
deep learning features at the two time points through a dynamic attention weight layer to obtain longitudinal comprehensive features representing tumor
treatment response changes; and the prediction module fuses the longitudinal comprehensive characteristics and clinical
baseline data to construct a multi-
modal prediction model, and outputs a
treatment response prediction result of the rectal
cancer patient on neoadjuvant
chemoradiotherapy, so that the prediction accuracy of
pathological complete remission of the rectal
cancer patient can be improved, and the prognosis of the patient and the utilization efficiency of medical resources can be improved.