Overview

Camera calibration estimates intrinsics such as focal length and distortion, and extrinsics such as camera pose relative to other cameras, robots, or sensors. Approaches range from target-based geometric optimization and bundle adjustment to target-free self-calibration, learned correspondence or parameter prediction, and refinements using motion, scene geometry, or external maps. Work spans single cameras, multi-camera rigs, and camera–LiDAR, radar, event-camera, and robot systems, with benchmarks testing reprojection, pose, reconstruction, and downstream task accuracy. A central tension is that low reprojection error does not always mean accurate 3D results, while robustness depends on informative observations, parameter observability, changing conditions, and reliable independent verification.

Latest papers

CardsList

57 papers9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

  1. Generalizable Target-Less Joint Intrinsic-Extrinsic Camera-LiDAR Calibration using Deep Pixel-Point Correspondences

    Oct 27, 2026Simon Bultmann, Daniele Cattaneo, Abhinav ValadaLidar-Camera Extrinsic CalibrationCamera Calibration

  2. VeriCalib: Verifiable Target-Based LiDAR-Camera Calibration

    Oct 20, 2026Xiangcheng Hu, Xieyuanli Chen, Feiyi Chen +8Lidar-Camera Extrinsic CalibrationCamera Calibration

  3. Can a Display Be Used for Rapid LiDAR-Camera Extrinsic Calibration?

    Oct 20, 2026Zuhao Zou, Xiangcheng Hu, Jianhao Jiao +1Lidar-Camera Extrinsic CalibrationCamera Calibration

  4. SynCalib: Breaking Dataset Shortcuts in LiDAR-Camera Calibration via Extrinsic-Controllable Synthesis

    Oct 20, 2026Huihua Zhu, Shuyang Zhang, Dongqing Chen +6Lidar-Camera Extrinsic CalibrationCamera Calibration

  5. Visual-Inertial Odometry for Ground Robots with Dynamic Camera-IMU Extrinsic Calibration

    Oct 18, 2026Bo DongVisual-Inertial OdometryCamera Calibration

  6. RACE-FPP: A Robust AI-assisted Characterisation Enhancement for Fringe Projection Profilometry

    Oct 6, 2026Osman Ali, Xiangjun Kong, Tibebe Yalew +2Fringe Projection ProfilometryCamera Calibration

  7. Lollypop: Camera-to-Motion-Capture Calibration Verification with a Reference Target

    Oct 3, 2026Tianyi Liu, Kevin Harris, Mihika Dave +1Camera Calibration

  8. Online Target-less Radar-LiDAR-Camera Extrinsic Calibration via Joint Optimization

    Oct 3, 2026Gunhee Shin, Yunsoo Kim, Chanhyuk Lee +7Lidar-Camera Extrinsic CalibrationRadar-LiDAR Fusion

  9. DRHeC: Differentiable Rendering for Hand-Eye Calibration with RGB-Based Gradients

    Sep 29, 2026Xiaotian Zhang, Yusheng Wang, Naoya Kagawa +4Differentiable RenderingHand-Eye Calibration

  10. Laser-Tracker-Assisted Camera-to-Robot Calibration for Mobile Robots

    Sep 22, 2026Jan A. Rudolph, Öykü Kandemir, Markus UlrichMobile RoboticsHand-Eye Calibration

  11. VGGT-GS SLAM: Uncalibrated Monocular Gaussian Splatting SLAM with Feed-Forward Priors

    Sep 17, 2026Yuhang Han, Hao Wang, Jiaxi Cao +13D Gaussian Splatting3DGS SLAM

  12. On-the-Fly Homographies Calibration for Multi-Camera Tracking

    Sep 16, 2026David Voihanski, Mor Sinai, Ben Zion BobrovskyMulti-View GeometryCamera Calibration

  13. Automatic Reproducible Camera Intrinsic Calibration

    Sep 9, 2026Xiangcheng HuCamera Calibration

  14. P2^2Calib: Utilizing Pattern Priors for LiDAR-Camera Extrinsic Calibration

    Sep 7, 2026Xiangcheng HuLidar-Camera Extrinsic CalibrationCamera-LiDAR Fusion

  15. Adversarial Calibration Attack on Autonomous Vehicles

    Aug 28, 2026Liangkai Liu, Qingzhao Zhang, Kang G. ShinPhysical Adversarial AttacksCamera Calibration

  16. Camera Calibration Using Inaccurate and Asynchronous Discrete GPS Trajectory from Drones

    Aug 27, 2026R. Yang, Y. Bar-Shalom, H. A. J. HuangCamera Calibration

  17. Syn2RealTrack: Bridging the Gap Between Synthetic and Real-World Datasets for Online Multi-View Multi-Target Tracking

    Aug 25, 2026Duong Nguyen-Ngoc Tran, Ngoc Doan-Minh Huynh, Cu Quoc Le +103D MOTMulti-Object Tracking

  18. Simplified Cross-Modal Calibration for Heterogeneous Event-RGB Stereo Systems

    Aug 24, 2026Nico Hessenthaler, Adam T. Müller, Nicolaj C. StacheCamera CalibrationStereo Vision

  19. Gravity-aware partially calibrated absolute pose estimation from affine- or rotation-covariant features

    Aug 20, 2026Marcus Valtonen Örnhag, Alberto Jaenal, Stefan AdalbjörnssonCamera Pose EstimationMulti-View Geometry

  20. Beyond Reprojection Error: Camera Calibration with 3D Targets

    Aug 5, 2026Dennis Ruppel, Hasan Kutlu, Kai A. Neumann +43D ReconstructionCamera Calibration

  21. PLS-Calib: A Partial Least Squares Framework for Event Camera and Odometry Calibration under Ground Motion Constraints

    Aug 4, 2026Guangyu Li, Xiao Li, Yujie Wu +5Event-Based VisionCamera Calibration

  22. Rolling Shutter Camera Self-Calibration

    Aug 2, 2026Yongcong Zhang, Navid Rabbani, Bangyan Liao +3Camera Calibration

  23. Projection-Domain Sensitivity Analysis of Vertebral DRRs Under Intrinsic Calibration Perturbation

    Jul 12, 2026Lin Li, Chaochao Zhou, Benjamin Aubert +2Medical ImagingMedical Image Registration

  24. Observation Quality Matters: Robust Multi-Fisheye Calibration via Failure-Oriented Analysis

    Jul 7, 2026Peize Liu, Zhe Tong, Chen Feng +1Multi-View GeometryModel Calibration

  25. InFlux++: Real and Synthetic Data for Estimating Dynamic Camera Intrinsics

    Jul 6, 2026Erich Liang, Caleb Kha-Uong, Chinmaya Saran +5Synthetic Data GenerationCamera Calibration

  26. Projection-based coupling of infrared thermography and stereocorrelation-based digital image correlation

    Jun 27, 2026Jendrik-Alexander Tröger, Lutz Müller-Lohse, Stefan HartmannThermal ImagingCross-Modal Image Registration

  27. Calousel: Extrinsic Calibration of Non-overlapping Multi-camera Systems from Pure Rotation

    Jun 24, 2026Gwanhyeong Song, Chaehyeon Song, Ayoung KimMulti-View GeometryCamera Pose Estimation