This paper performs a comprehensive study on the computer-aided detection for the medical diagnosis with deep learning. Based on the region convolution neural network and the prior knowledge of target, this algorithm uses the region proposal network, the region of interest pooling strategy, introduces the multi-task loss function: classification loss, bounding box localization loss and object rotation loss, and optimizes it by end-to-end. For medical image it locates the target automatically, and provides the localization result for the next stage task of segmentation. For the detection of left ventricular in echocardiography, proposed additional landmarks such as mitral annulus, endocardial pad and apical position, were used to estimate the left ventricular posture effectively. In order to verify the robustness and effectiveness of the algorithm, the experimental data of ultrasonic and nuclear magnetic resonance images are selected. Experimental results show that the algorithm is fast, accurate and effective.
ObjectiveTo summarize research progress of imaging methods in postoperative efficacy evaluating of hepatocellular carcinoma (HCC) after transcatheter arterial chemoembolization (TACE).MethodsThe related literatures of imaging methods in postoperative efficacy evaluating of HCC after the TACE were searched in the PubMed, Web of Science, CNKI, and Wanfang Data databases, etc. The clinical efficacy, advantages and problems of different imaging were analyzed and summarized.ResultsThe contrast-enhanced ultrasound (CEUS) had the higher value in diagnosing of residual or recurrent lesion, but the observation of the multiple or larger lesion was limited on the CEUS. The contrast-enhanced computed tomogaphy (CECT) had the lower diagnostic value for the residual or recurrent lesions as compared with the CEUS due to the artifact of iodine oil deposition. However, the CT perfusion and gemstone spectral imaging parameters could help to predict postoperative efficacy, tumor residue, and tumor recurrence after the TACE. The combination of dynamic contrast enhanced magnetic resonance imaging (DCE-MRI), functional and perfusion imaging had the better diagnostic value, and the liver function could be predicted by the DCE-MRI. The PET/CT had the excellent value in diagnosing of the residual or recurrent lesion and could be used in predicting of the patient’s survival after the TACE. The DSA was the reference standard in diagnosing of the residual or recurrent lesion after the TACE for the HCC patients, however, it had the disadvantages of invasiveness and side effect and the high operational requirements should be emphasized.ConclusionsImaging examinations including ultrasound, CT, MRI, PET/CT, and DSA are widely applied to evaluate curative effect and residual or recurrent lesion of HCC after TACE. However, principles and imaging methods of mentioned above diagnostic methods are inconsistent, as well as results of research are quite different, therefore, clinician should choose the best imaging method according to patient’s condition in diagnosis and treatment.