mlsanityData to 14 Oct 2026

Automated Static Camera Calibration with Intelligent Vehicles

arXiv 2304.10814 ↗First posted 21 Apr 2023cs.CVcited by 2

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Abstract (arXiv)

Connected and cooperative driving requires precise calibration of the roadside infrastructure for having a reliable perception system. To solve this requirement in an automated manner, we present a robust extrinsic calibration method for automated geo-referenced camera calibration. Our method requires a calibration vehicle equipped with a combined GNSS/RTK receiver and an inertial measurement unit (IMU) for self-localization. In order to remove any requirements for the target's appearance and the local traffic conditions, we propose a novel approach using hypothesis filtering. Our method does not require any human interaction with the information recorded by both the infrastructure and the vehicle. Furthermore, we do not limit road access for other road users during calibration. We demonstrate the feasibility and accuracy of our approach by evaluating our approach on synthetic datasets as well as a real-world connected intersection, and deploying the calibration on real infrastructure. Our source code is publicly available.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 10 of its 33 references that are in the map. First posted on arXiv 21 Apr 2023.

Builds on

10 of 33 references.

References · 10

  1. 2017CARLA: An Open Urban Driving Simulatorcited by 2,449
  2. 2018BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learningcited by 1,288
  3. 2019Distance-IoU Loss: Faster and Better Learning for Bounding Box Regressioncited by 459
  4. 20192D3D-MatchNet: Learning to Match Keypoints Across 2D Image and 3D Point Cloudcited by 62
  5. 2021DeepI2P: Image-to-Point Cloud Registration via Deep Classificationcited by 59
  6. 2020Monocular Camera Localization in Prior LiDAR Maps with 2D-3D Line Correspondencescited by 23
  7. 2020Certifiably Optimal Monocular Hand-Eye Calibrationcited by 7
  8. 2021Online Extrinsic Calibration based on Per-Sensor Ego-Motion Using Dual Quaternionscited by 7
  9. 2022Extrinsic Camera Calibration with Semantic Segmentationcited by 6
  10. 2022Globally Optimal Multi-Scale Monocular Hand-Eye Calibration Using Dual Quaternionscited by 2

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Citing papers per year: 2024: 1; 2025: 1.

2 papers.