Compressive Single-Photon 3D Cameras
Felipe Gutierrez-Barragan, Atul Ingle, Trevor Seets, Mohit Gupta, Andreas Velten
摘要
Single-photon avalanche diodes (SPADs) are an emerging pixel technology for time-of-flight (ToF) 3D cameras that can capture the time-of-arrival of individual photons at picosecond resolution. To estimate depths, current SPAD-based 3D cameras measure the round-trip time of a laser pulse by building a per-pixel histogram of photon times-tamps. As the spatial and timestamp resolution of SPAD-based cameras increase, their output data rates far exceed the capacity of existing data transfer technologies. One major reason for SPAD's bandwidth-intensive operation is the tight coupling that exists between depth resolution and histogram resolution. To weaken this coupling, we propose compressive single-photon histograms (CSPH). CSPHs are a per-pixel compressive representation of the high-resolution histogram, that is built on-the-fly, as each photon is detected. They are based on a family of linear coding schemes that can be expressed as a simple matrix operation. We design different CSPH coding schemes for 3D imaging and evaluate them under different signal and background levels, laser waveforms, and illumination setups. Our results show that a well-designed CSPH can consistently reduce data rates by 1–2 orders of magnitude without compromising depth precision.
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引用它的顶会 Paper5
- SoDaCam: Software-defined Cameras via Single-Photon ImagingVarun Sundar, Andrei Ardelean, Tristan Swedish, Claudio Bruschini 等ICCV 2023 · 被引用 18 次
- Passive Ultra-Wideband Single-Photon ImagingMian Wei, Sotiris Nousias, Rahul Gulve, David B. Lindell 等ICCV 2023 · 被引用 15 次
- Learned Compressive Representations for Single-Photon 3D ImagingFelipe Gutierrez-Barragan, Fangzhou Mu, Andrei Ardelean, Atul Ingle 等ICCV 2023 · 被引用 7 次
- Robust 3D Object Detection Using Probabilistic Point Clouds From Single-Photon LidarsBhavya Goyal, Felipe Gutierrez-Barragan, Wei Lin, Andreas Velten 等ICCV 2025 · 被引用 2 次
- Generative Quanta Color ImagingVishal Purohit, Junjie Luo, Yiheng Chi, Qi Guo 等CVPR 2024 · 被引用 1 次
它引用的顶会 Paper4
- Quanta burst photographySizhuo Ma, Shantanu Gupta, Arin C. Ulku, Claudio Bruschini 等SIGGRAPH 2020 · 被引用 76 次
- Asynchronous Single-Photon 3D ImagingAnant Gupta, Atul Ingle, Mohit GuptaICCV 2019 · 被引用 74 次
- Passive Inter-Photon ImagingAtul Ingle, Trevor Seets, Mauro Buttafava, Shantanu Gupta 等CVPR 2021
- Auto-Tuning Structured Light by Optical Stochastic Gradient DescentWenzheng Chen, Parsa Mirdehghan, Sanja Fidler, Kiriakos N. KutulakosCVPR 2020
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