Gradient-based Camera Exposure Control for Outdoor Mobile Platforms
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Abstract (arXiv)
We introduce a novel method to automatically adjust camera exposure for image processing and computer vision applications on mobile robot platforms. Because most image processing algorithms rely heavily on low-level image features that are based mainly on local gradient information, we consider that gradient quantity can determine the proper exposure level, allowing a camera to capture the important image features in a manner robust to illumination conditions. We then extend this concept to a multi-camera system and present a new control algorithm to achieve both brightness consistency between adjacent cameras and a proper exposure level for each camera. We implement our prototype system with off-the-shelf machine-vision cameras and demonstrate the effectiveness of the proposed algorithms on practical applications, including pedestrian detection, visual odometry, surround-view imaging, panoramic imaging and stereo matching.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Aug 2017.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 0; 2024: 3; 2025: 1; 2026: 3.
9 papers.
- 2022Multi-sensor large-scale dataset for multi-view 3D reconstructioncited by 14
- 2024Learning to Control Camera Exposure via Reinforcement Learningcited by 8
- 2021Monitoring and Adapting the Physical State of a Camera for Autonomous Vehiclescited by 2
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imagingcited by 2
- 2025Reproducible Evaluation of Camera Auto-Exposure Methods in the Field: Platform, Benchmark and Lessons Learnedcited by 1
- 2024Improving the perception of visual fiducial markers in the field using Adaptive Active Exposure Controlcited by 0
- 2026Dynamic Exposure Burst Image Restorationcited by 0
- 2026Lucky High Dynamic Range Smartphone Imagingcited by 0
- 2026Pixel-wise Exposure for Highly Robust In-Vehicle Remote-PPGcited by 0
- 2026Pixel-wise Exposure for Highly Robust In-Vehicle Remote-PPG29 Sep 2026
- 2026Lucky High Dynamic Range Smartphone Imaging21 Apr 2026
- 2026Dynamic Exposure Burst Image Restoration23 Mar 2026
- 2025Reproducible Evaluation of Camera Auto-Exposure Methods in the Field: Platform, Benchmark and Lessons Learned19 Jun 2025
- 2024Dual Exposure Stereo for Extended Dynamic Range 3D Imaging3 Dec 2024
- 2024Improving the perception of visual fiducial markers in the field using Adaptive Active Exposure Control18 Apr 2024
- 2024Learning to Control Camera Exposure via Reinforcement Learning2 Apr 2024
- 2022Multi-sensor large-scale dataset for multi-view 3D reconstruction11 Mar 2022
- 2021Monitoring and Adapting the Physical State of a Camera for Autonomous Vehicles10 Dec 2021