Deep Learning Models

Simultaneous polyp tracking and classification in real-time

PolyDeep CADe-CADx is currently capable of doing real-time polyp tracking and classification using two Deep Learning models and a custom object tracking algorithm.

The system is optimized so that it can perform polyp tracking and classification with a frame rate of 30 FPS, while keeping FPS of the original video stream, thus preserving the endoscopist experience. As an example, the video shown in this section has been done using a single NVidia RTX 2080 Ti GPU (year 2018).

Initial version (December 2020)

The initial version of the CAD system was created in December 2020, including only the polyp localization system. Since then, the system has evolved significantly, including the ability to classify polyps and a more advanced object tracking algorithm.