FIELD: computing technology.
SUBSTANCE: group of inventions relates to the field of artificial intelligence (AI) and can be used for forming an output image using a neural network. The method comprises the stages of: obtaining the image data collected by a color filter array (CFA data of the image); and joint debayering and noise elimination on the CFA data of the image using the trained neural network for the purpose of creating an output image, wherein the neural network has a simplified U-Net architecture and is trained on multiple pairs of training images, wherein one image in each pair of training images is obtained with a lower ISO value than the other image in the above pair of training images, and processed by means of a processing algorithm (ISP), wherein the other image in each pair of training images is presented in the format of the CFA data of the image, and the ISP processing comprises separate implementation of noise eliminate and debayering.
EFFECT: ensured joint debayering and elimination of digital noise in images for the purpose of improving image quality.
21 cl, 8 dwg, 1 tbl
| Title | Year | Author | Number |
|---|---|---|---|
| METHOD FOR DETERMINING FAULT POSITION BASED ON SEISMIC DATA | 2022 |
|
RU2783367C1 |
| METHOD OF CREATING FULL-LENGTH ANIMATED AVATAR OF PERSON FROM ONE IMAGE OF PERSON, COMPUTING DEVICE AND MACHINE-READABLE MEDIUM FOR IMPLEMENTATION THEREOF | 2023 |
|
RU2813485C1 |
| TRAINING NEURAL NETWORKS FOR IMAGE PROCESSING USING SYNTHETIC PHOTOREALISTIC CONTAINING IMAGE SIGNS | 2018 |
|
RU2709661C1 |
| METHOD FOR ESTIMATING THE DEPTH OF A SCENE BASED ON AN IMAGE AND COMPUTING APPARATUS FOR IMPLEMENTATION THEREOF | 2020 |
|
RU2761768C1 |
| METHOD OF SYNTHESIZING VIDEO FROM INPUT FRAME USING AUTOREGRESSIVE METHOD, USER ELECTRONIC DEVICE AND COMPUTER-READABLE MEDIUM FOR REALIZING SAID METHOD | 2023 |
|
RU2829010C1 |
| METHOD AND DEVICE FOR IMPROVING SPEECH SIGNAL USING FAST FOURIER CONVOLUTION | 2022 |
|
RU2795573C1 |
| VIDEO IMAGE PROCESSING METHOD AND DEVICE FOR NOISE REDUCTION | 2024 |
|
RU2832540C1 |
| METHOD FOR IMPROVING A SPEECH SIGNAL WITH A LOW DELAY, A COMPUTING DEVICE AND A COMPUTER-READABLE MEDIUM THAT IMPLEMENTS THE ABOVE METHOD | 2023 |
|
RU2802279C1 |
| METHOD OF GENERATING A COMMON LOSS FUNCTION FOR TRAINING A CONVOLUTIONAL NEURAL NETWORK FOR CONVERTING AN IMAGE INTO AN IMAGE WITH DRAWN PARTS AND A SYSTEM FOR CONVERTING AN IMAGE INTO AN IMAGE WITH DRAWN PARTS | 2019 |
|
RU2706891C1 |
| REPEATED SYNTHESIS OF IMAGE USING DIRECT DEFORMATION OF IMAGE, PASS DISCRIMINATOR AND COORDINATE-BASED REMODELLING | 2019 |
|
RU2726160C1 |
