Ravi K. Samala

Deep learning based bladder cancer treatment response assessment

2019 · Medical Imaging 2019: Computer-Aided Diagnosis

We compared the performance of different Deep Learning - Convolutional Neural Network (DL-CNN) models for bladder cancer treatment response assessment based on transfer learning by freezing different DL-CNN layers and variation of the DL-CNN structure. …

Explainable AI for medical imaging: deep-learning CNN ensemble for classification of estrogen receptor status from breast MRI

2020 · Medical Imaging 2020: Computer-Aided Diagnosis

Deep-learning convolutional neural networks (DCNNs) are the most commonly used approach in medical image analysis tasks at present; however, they have largely been used as black-box predictors, lacking explanation for the underlying reasons. Explainable artificial …