Minimal Solvers for Single-View Lens-Distorted Camera Auto-Calibration
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Abstract (arXiv)
This paper proposes minimal solvers that use combinations of imaged translational symmetries and parallel scene lines to jointly estimate lens undistortion with either affine rectification or focal length and absolute orientation. We use constraints provided by orthogonal scene planes to recover the focal length. We show that solvers using feature combinations can recover more accurate calibrations than solvers using only one feature type on scenes that have a balance of lines and texture. We also show that the proposed solvers are complementary and can be used together in a RANSAC-based estimator to improve auto-calibration accuracy. State-of-the-art performance is demonstrated on a standard dataset of lens-distorted urban images. The code is available at https://github.com/ylochman/single-view-autocalib.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Nov 2020.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 1; 2024: 1; 2025: 4; 2026: 3.
13 papers.
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- 2024GeoCalib: Learning Single-image Calibration with Geometric Optimizationcited by 50
- 2025Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generationcited by 19
- 2025AnyCalib: On-Manifold Learning for Model-Agnostic Single-View Camera Calibrationcited by 17
- 2021BabelCalib: A Universal Approach to Calibrating Central Camerascited by 14
- 2022A Deep Perceptual Measure for Lens and Camera Calibrationcited by 7
- 2021Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortioncited by 6
- 2023Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumptioncited by 3
- 2026CalibAnyView: Beyond Single-View Camera Calibration in the Wildcited by 2
- 2025PRaDA: Projective Radial Distortion Averagingcited by 1
- 2025Are Minimal Radial Distortion Solvers Really Necessary for Relative Pose Estimation?cited by 1
- 20213D Reconstruction from public webcamscited by 0
- 2026COMPASS: COmpact Multi-channel Prior-map And Scene Signature for Floor-Plan-Based Visual Localizationcited by 0
1 more
- 2026Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States3 Sep 2026
- 2026CalibAnyView: Beyond Single-View Camera Calibration in the Wild14 May 2026
- 2026COMPASS: COmpact Multi-channel Prior-map And Scene Signature for Floor-Plan-Based Visual Localization28 Apr 2026
- 2025Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation9 Oct 2025
- 2025Are Minimal Radial Distortion Solvers Really Necessary for Relative Pose Estimation?1 May 2025
- 2025PRaDA: Projective Radial Distortion Averaging23 Apr 2025
- 2025AnyCalib: On-Manifold Learning for Model-Agnostic Single-View Camera Calibration16 Mar 2025
- 2024GeoCalib: Learning Single-image Calibration with Geometric Optimization10 Sep 2024
- 2023Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption30 Mar 2023
- 2022A Deep Perceptual Measure for Lens and Camera Calibration25 Aug 2022
- 2021Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortion25 Nov 2021
- 2021BabelCalib: A Universal Approach to Calibrating Central Cameras20 Sep 2021
1 more
- 20213D Reconstruction from public webcams21 Aug 2021
- 2024GeoCalib: Learning Single-image Calibration with Geometric Optimizationcited by 50
- 2025Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generationcited by 19
- 2025AnyCalib: On-Manifold Learning for Model-Agnostic Single-View Camera Calibrationcited by 17
- 2021BabelCalib: A Universal Approach to Calibrating Central Camerascited by 14
- 2022A Deep Perceptual Measure for Lens and Camera Calibrationcited by 7
- 2021Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortioncited by 6
- 2023Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumptioncited by 3
- 2026CalibAnyView: Beyond Single-View Camera Calibration in the Wildcited by 2
- 2025PRaDA: Projective Radial Distortion Averagingcited by 1
- 2025Are Minimal Radial Distortion Solvers Really Necessary for Relative Pose Estimation?cited by 1
- 20213D Reconstruction from public webcamscited by 0
- 2026COMPASS: COmpact Multi-channel Prior-map And Scene Signature for Floor-Plan-Based Visual Localizationcited by 0
12 most cited of 13 All 13 (JSON)
- 2026Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States3 Sep 2026
- 2026CalibAnyView: Beyond Single-View Camera Calibration in the Wild14 May 2026
- 2026COMPASS: COmpact Multi-channel Prior-map And Scene Signature for Floor-Plan-Based Visual Localization28 Apr 2026
- 2025Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation9 Oct 2025
- 2025Are Minimal Radial Distortion Solvers Really Necessary for Relative Pose Estimation?1 May 2025
- 2025PRaDA: Projective Radial Distortion Averaging23 Apr 2025
- 2025AnyCalib: On-Manifold Learning for Model-Agnostic Single-View Camera Calibration16 Mar 2025
- 2024GeoCalib: Learning Single-image Calibration with Geometric Optimization10 Sep 2024
- 2023Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption30 Mar 2023
- 2022A Deep Perceptual Measure for Lens and Camera Calibration25 Aug 2022
- 2021Rethinking Generic Camera Models for Deep Single Image Camera Calibration to Recover Rotation and Fisheye Distortion25 Nov 2021
- 2021BabelCalib: A Universal Approach to Calibrating Central Cameras20 Sep 2021
12 newest of 13 All 13 (JSON)