scispace - formally typeset
Search or ask a question

Showing papers by "Vladimir Khryashchev published in 2023"

DOI•
Deep Learning Architecture for Real-Time Polyps Detection on Endoscopic Video

[...]

Vladimir Khryashchev, Anton Lebedev, Andrey Priorov, Nikita Kotov
28 Jun 2023
TL;DR: In this paper , the authors proposed a neural network algorithm DLPDYL to detect polyps on images of endoscopic examinations of the intestine, which achieved the best result for the proposed neural network.
Abstract: To detect polyps on images of endoscopic examinations of the intestine we suggested algorithms based on the YOLOv5 architecture. We conducted tests using an open set of images K vasir-SEG, and obtained the best result for the proposed neural network algorithm DLPDYL, for which the value of the AP@[0.25.0.75] metric 92.5% exceeded the known analogues by 5% and more. However its computational complexity exceeded three times the ColonSegN et algorithm known from the literature is a disadvantage. The studies are the basis for building a video stream analysis module in a real endoscopic system.