An Overview of Depth Cameras and Range Scanners Based on Time-of-Flight Technologies
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Abstract (arXiv)
Time-of-flight (TOF) cameras are sensors that can measure the depths of scene-points, by illuminating the scene with a controlled laser or LED source, and then analyzing the reflected light. In this paper, we will first describe the underlying measurement principles of time-of-flight cameras, including: (i) pulsed-light cameras, which measure directly the time taken for a light pulse to travel from the device to the object and back again, and (ii) continuous-wave modulated-light cameras, which measure the phase difference between the emitted and received signals, and hence obtain the travel time indirectly. We review the main existing designs, including prototypes as well as commercially available devices. We also review the relevant camera calibration principles, and how they are applied to TOF devices. Finally, we discuss the benefits and challenges of combined TOF and color camera systems.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Dec 2020.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 2; 2024: 4; 2025: 3; 2026: 3.
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- 2021Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentationcited by 88
- 2024Agent3D-Zero: An Agent for Zero-shot 3D Understandingcited by 29
- 2021LSG-CPD: Coherent Point Drift with Local Surface Geometry for Point Cloud Registrationcited by 11
- 2022CroMo: Cross-Modal Learning for Monocular Depth Estimationcited by 10
- 2022Shakes on a Plane: Unsupervised Depth Estimation from Unstabilized Photographycited by 8
- 2021High-speed object detection with a single-photon time-of-flight image sensorcited by 7
- 2022Semantic Segmentation of Fruits on Multi-sensor Fused Data in Natural Orchardscited by 4
- 2022Video super-resolution for single-photon LIDARcited by 3
- 2023Continuous Cost Aggregation for Dual-Pixel Disparity Extractioncited by 3
- 2024Depth from Coupled Optical Differentiationcited by 2
- 2025A Review on Geometry and Surface Inspection in 3D Concrete Printingcited by 2
- 2021Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstructioncited by 1
8 more
- 2023Depth-Relative Self Attention for Monocular Depth Estimationcited by 1
- 2024MAROON: A Dataset for the Joint Characterization of Near-Field High-Resolution Radio-Frequency and Optical Depth Imaging Techniquescited by 1
- 2026JOPP-3D: Joint Open Vocabulary Semantic Segmentation on Point Clouds and Panoramascited by 1
- 2026SpiderCam: Low-Power Snapshot Depth from Differential Defocuscited by 1
- 2024LookUp3D: Data-Driven 3D Scanningcited by 0
- 2025Learnable Burst-Encodable Time-of-Flight Imaging for High-Fidelity Long-Distance Depth Sensingcited by 0
- 2025Machine Vision-Based Surgical Lighting System:Design and Implementationcited by 0
- 2026A Vision for Multisensory Intelligence: Sensing, Science, and Synergycited by 0
- 2026SpiderCam: Low-Power Snapshot Depth from Differential Defocus18 Mar 2026
- 2026JOPP-3D: Joint Open Vocabulary Semantic Segmentation on Point Clouds and Panoramas6 Mar 2026
- 2026A Vision for Multisensory Intelligence: Sensing, Science, and Synergy8 Jan 2026
- 2025Machine Vision-Based Surgical Lighting System:Design and Implementation20 Oct 2025
- 2025Learnable Burst-Encodable Time-of-Flight Imaging for High-Fidelity Long-Distance Depth Sensing28 May 2025
- 2025A Review on Geometry and Surface Inspection in 3D Concrete Printing10 Mar 2025
- 2024MAROON: A Dataset for the Joint Characterization of Near-Field High-Resolution Radio-Frequency and Optical Depth Imaging Techniques1 Nov 2024
- 2024Depth from Coupled Optical Differentiation16 Sep 2024
- 2024LookUp3D: Data-Driven 3D Scanning5 Apr 2024
- 2024Agent3D-Zero: An Agent for Zero-shot 3D Understanding18 Mar 2024
- 2023Continuous Cost Aggregation for Dual-Pixel Disparity Extraction13 Jun 2023
- 2023Depth-Relative Self Attention for Monocular Depth Estimation25 Apr 2023
8 more
- 2022Shakes on a Plane: Unsupervised Depth Estimation from Unstabilized Photography22 Dec 2022
- 2022Video super-resolution for single-photon LIDAR19 Oct 2022
- 2022Semantic Segmentation of Fruits on Multi-sensor Fused Data in Natural Orchards4 Aug 2022
- 2022CroMo: Cross-Modal Learning for Monocular Depth Estimation23 Mar 2022
- 2021Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstruction29 Nov 2021
- 2021High-speed object detection with a single-photon time-of-flight image sensor28 Jul 2021
- 2021Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation2 Apr 2021
- 2021LSG-CPD: Coherent Point Drift with Local Surface Geometry for Point Cloud Registration28 Mar 2021
- 2024Agent3D-Zero: An Agent for Zero-shot 3D Understandingcited by 29
- 2024Agent3D-Zero: An Agent for Zero-shot 3D Understanding18 Mar 2024
- 2021Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentationcited by 88
- 2021LSG-CPD: Coherent Point Drift with Local Surface Geometry for Point Cloud Registrationcited by 11
- 2022CroMo: Cross-Modal Learning for Monocular Depth Estimationcited by 10
- 2022Shakes on a Plane: Unsupervised Depth Estimation from Unstabilized Photographycited by 8
- 2021High-speed object detection with a single-photon time-of-flight image sensorcited by 7
- 2022Semantic Segmentation of Fruits on Multi-sensor Fused Data in Natural Orchardscited by 4
- 2022Video super-resolution for single-photon LIDARcited by 3
- 2023Continuous Cost Aggregation for Dual-Pixel Disparity Extractioncited by 3
- 2024Depth from Coupled Optical Differentiationcited by 2
- 2025A Review on Geometry and Surface Inspection in 3D Concrete Printingcited by 2
- 2021Lightweight Deep Learning Architecture for MPI Correction and Transient Reconstructioncited by 1
- 2023Depth-Relative Self Attention for Monocular Depth Estimationcited by 1
12 most cited of 19 All 19 (JSON)
- 2026SpiderCam: Low-Power Snapshot Depth from Differential Defocus18 Mar 2026
- 2026JOPP-3D: Joint Open Vocabulary Semantic Segmentation on Point Clouds and Panoramas6 Mar 2026
- 2026A Vision for Multisensory Intelligence: Sensing, Science, and Synergy8 Jan 2026
- 2025Machine Vision-Based Surgical Lighting System:Design and Implementation20 Oct 2025
- 2025Learnable Burst-Encodable Time-of-Flight Imaging for High-Fidelity Long-Distance Depth Sensing28 May 2025
- 2025A Review on Geometry and Surface Inspection in 3D Concrete Printing10 Mar 2025
- 2024MAROON: A Dataset for the Joint Characterization of Near-Field High-Resolution Radio-Frequency and Optical Depth Imaging Techniques1 Nov 2024
- 2024Depth from Coupled Optical Differentiation16 Sep 2024
- 2024LookUp3D: Data-Driven 3D Scanning5 Apr 2024
- 2023Continuous Cost Aggregation for Dual-Pixel Disparity Extraction13 Jun 2023
- 2023Depth-Relative Self Attention for Monocular Depth Estimation25 Apr 2023
- 2022Shakes on a Plane: Unsupervised Depth Estimation from Unstabilized Photography22 Dec 2022
12 newest of 19 All 19 (JSON)