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Active Stereo Without Pattern Projector

A framework enables virtual active stereo in standard cameras using depth sensor data, enhancing stereo algorithms and deep networks accuracy.

Year
2023
Venue
ICCV 2023 1
Authors
5
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arxiv.org/abs/2309.12315ARXIV-DEFAULT
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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.

Authors

5