The invention provides a child abdominal common
solid tumor activity
image evaluation method and device and a medium, and the method comprises the steps: capturing the change information of a focus on a
vein phase image after plain scanning and enhancement through a 3D
convolutional neural network model, carrying out the intelligent silhouette, and generating an enhancement region and the enhancement degree of the focus after
chemotherapy, thereby achieving the evaluation of the activity of a child abdominal common
solid tumor. And finally, integrating all the information to perform intelligent diagnosis, judging the tumor activity, and forming an
artificial intelligence auxiliary activity evaluation scheme after
chemotherapy of the abdominal
solid tumor. According to the method, the automatic enhancement degree quantitative evaluation of the hepatoblastoma, the nephroblastoma and the
neuroblastoma of the children is realized through automatic tumor segmentation and registration subtraction image calculation by utilizing the plain scanning and
enhanced CT image, so that the focus characteristics are extracted from multiple angles, the image information is fully mined, and the accuracy of the diagnosis is improved. Accuracy and sensitivity of activity discrimination after
chemotherapy of the solid abdominal tumor of children can be obviously improved.