2014 CVPR CVPR 2014

Simultaneous Localization and Calibration: Self-Calibration of Consumer Depth Cameras

Abstract

We describe an approach for simultaneous localization and calibration of a stream of range images. Our approach jointly optimizes the camera trajectory and a calibration function that corrects the camera's unknown nonlinear distortion. Experiments with real-world benchmark data and synthetic data show that our approach increases the accuracy of camera trajectories and geometric models estimated from range video produced by consumer-grade cameras.

🌉 Interdisciplinary Bridge — Artificial Intelligence and Computer Vision and Deep Learning
📈 Trend Setter — Self-Supervised Learning
🧭 Keyword Pioneer — range image
🐣 Hot Topic Early Bird — simultaneous localization and mapping
🐝 Cross-Pollinator — Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Reinforcement Learning, Robotics, Speech & Audio