FIELD: physics.
SUBSTANCE: invention relates to computer systems for training generative adversarial networks. System for training a generative adversarial network using medical images including representations of a feature of interest, comprising: at least one memory unit and at least one processor, capable of performing operations, including: providing a first plurality of images and using the first plurality of images and indicators of the feature of interest, training the object detection network to detect the feature of interest, providing a second plurality of images, which include representations of the feature of interest, wherein the second plurality of images comprises a greater number of images than the first plurality of images, involvement of the network for detecting the trained objects to the second plurality of images, providing manual installation of checks for true and false positives with respect to the first plurality of detections, training the generative adversarial network and retraining the generative adversarial network using at least one additional set of images and detections of the feature of interest.
EFFECT: high accuracy of analysing medical images.
20 cl, 10 dwg
Title | Year | Author | Number |
---|---|---|---|
TRAINING GAN (GENERATIVE ADVERSARIAL NETWORKS) TO CREATE PIXEL-BY-PIXEL ANNOTATION | 2019 |
|
RU2735148C1 |
METHOD FOR LOCAL GENERATION AND REPRESENTATION OF WALLPAPER STREAM AND COMPUTER IMPLEMENTING IT | 2020 |
|
RU2768551C1 |
MULTI-FRAME TRAINING OF REALISTIC NEURAL MODELS OF SPEAKERS HEADS | 2019 |
|
RU2720361C1 |
IMAGE PROCESSING METHOD WITH TRAINED NEURAL NETWORKS | 2021 |
|
RU2779281C1 |
TEXTURED NEURAL AVATARS | 2019 |
|
RU2713695C1 |
MODELLING PEOPLE'S CLOTHING BASED ON MULTIPLE POINTS | 2021 |
|
RU2776825C1 |
APPARATUS AND METHOD FOR IMAGE PROCESSING AND SYSTEM FOR TRAINING A NEURAL NETWORK | 2019 |
|
RU2762144C1 |
METHOD OF TRANSMITTING MOTION OF A SUBJECT FROM A VIDEO TO AN ANIMATED CHARACTER | 2019 |
|
RU2708027C1 |
STEREOSCOPIC PEDESTRIAN DETECTION SYSTEM WITH TWO-STREAM NEURAL NETWORK WITH DEEP TRAINING AND METHODS OF APPLICATION THEREOF | 2019 |
|
RU2730687C1 |
METHOD FOR DIGITIZING A BIOLOGICAL PREPARATION OF BONE MARROW USING NEURAL NETWORKS | 2022 |
|
RU2793054C1 |
Authors
Dates
2024-05-22—Published
2019-06-11—Filed