FIELD: computing technology.
SUBSTANCE: present invention relates to the field of computer technology for estimating the depth of a scene based on an image of the scene. The technical result is achieved due to the method for estimating the depth of a scene based on an image, containing the stages of: obtaining an image; estimating the depth of the scene in the image using a scale-independent model based on a neural network with a simplified architecture, trained using training images, wherein a mixture of images is used at each training iteration, randomly selected from training images with absolute data, training images with UTS (Up-to-Scale) data, and training images with UTSS (Up-to-Shift-Scale) data in random proportions.
EFFECT: increase in the accuracy and reliability of estimating the depth of a scene based on a single image on a computing apparatus.
14 cl, 4 dwg
Title | Year | Author | Number |
---|---|---|---|
METHOD AND APPARATUS FOR JOINT DEBAYERING AND IMAGE NOISE ELIMINATION USING A NEURAL NETWORK | 2020 |
|
RU2764395C1 |
METHOD AND ELECTRONIC DEVICE FOR DETECTING THREE-DIMENSIONAL OBJECTS USING NEURAL NETWORKS | 2021 |
|
RU2776814C1 |
METHOD FOR CREATION OF MULTILAYERED SCENE REPRESENTATION AND COMPUTER DEVICE FOR ITS IMPLEMENTATION | 2021 |
|
RU2787928C1 |
METHOD AND COMPUTING DEVICE FOR FORMATION OF A TRUE DISPLAY OF TIME FLOW OF A DIURNAL SCALE | 2020 |
|
RU2745209C1 |
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 |
METHOD FOR CONSTRUCTING A DEPTH MAP FROM A PAIR OF IMAGES | 2022 |
|
RU2806009C2 |
ELIMINATING IMAGE BLUR | 2020 |
|
RU2742346C1 |
METHOD OF SYNTHESIS OF A TWO-DIMENSIONAL IMAGE OF A SCENE VIEWED FROM A REQUIRED VIEW POINT AND ELECTRONIC COMPUTING APPARATUS FOR IMPLEMENTATION THEREOF | 2020 |
|
RU2749749C1 |
METHOD FOR VISUALIZING A 3D PORTRAIT OF A PERSON WITH ALTERED LIGHTING AND A COMPUTING DEVICE FOR IT | 2021 |
|
RU2757563C1 |
METHOD FOR LOCAL GENERATION AND REPRESENTATION OF WALLPAPER STREAM AND COMPUTER IMPLEMENTING IT | 2020 |
|
RU2768551C1 |
Authors
Dates
2021-12-13—Published
2020-11-10—Filed