학술논문

Active Stereo Without Pattern Projector
Document Type
Conference
Source
2023 IEEE/CVF International Conference on Computer Vision (ICCV) ICCV Computer Vision (ICCV), 2023 IEEE/CVF International Conference on. :18424-18436 Oct, 2023
Subject
Computing and Processing
Signal Processing and Analysis
Visualization
Computer vision
Boosting
Cameras
Robustness
Task analysis
Standards
Language
ISSN
2380-7504
Abstract
This paper proposes a novel framework integrating the principles of active stereo in standard passive camera systems without a physical pattern projector. We virtually project a pattern over the left and right images according to the sparse measurements obtained from a depth sensor. Any such devices can be seamlessly plugged into our framework, allowing for the deployment of a virtual active stereo setup in any possible environment, overcoming the limitation of pattern projectors, such as limited working range or environmental conditions. Experiments on indoor/outdoor datasets, featuring both long and close-range, support the seamless effectiveness of our approach, boosting the accuracy of both stereo algorithms and deep networks.