Low latency interactive segmentation of medical images within a web-based deployment architecture

Abstract

Techniques are described that facilitate interactive segmentation of medical images with low latency in a cloud-based medical imaging application. According to an embodiment, a system is provided that comprises a memory that stores computer executable components, and a processor that executes the computer executable components stored in the memory. The computer executable components comprise a reception component that receives a compressed representation of a three-dimensional (3D) medical image generated from the 3D medical image by an encoder network of a deep neural network model comprising an encoder network and a decoder network, an interaction component that receives user input relative to a displayed portion of the 3D medical image indicating an object included in the displayed portion for segmentation, and a segmentation component that generates a segmentation mask for the object based on the user input using the compressed representation and the decoder network.