Research map / 3D vision / Depth and stereo
Reconstructing Transient Images From Single-Photon Sensors
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply Poisson-VBM3D denoising and deblurring | Transient image reconstruction · Simulated transient image | PSNR: 22.9 dB -> 34.9 dB | Helped |
| Use a 3D TV prior instead of a 2D TV prior (ablation) | Poisson-TV reconstruction · Simulated transient image | PSNR: 29.5 dB -> 33.0 dB | Helped |
| Use a 2D TV prior instead of Poisson-VBM3D (ablation) | Transient image reconstruction · Simulated transient image | PSNR: 34.9 dB -> 29.5 dB | Hurt |
| Use a 3D TV prior instead of Poisson-VBM3D (ablation) | Transient image reconstruction · Simulated transient image | PSNR: 34.9 dB -> 33.0 dB | Hurt |
| Apply Anscombe VBM3D denoising (ablation) | Measured transient image · Simulated transient image | PSNR: 22.9 dB -> 22.9 dB | No clear effect |
| Fit a single Gaussian pulse, preserving only the direct channel | Transient image reconstruction · Simulated transient image | PSNR: 22.9 dB -> 22.2 dB | Hurt |
Closest papers by meaning
- Separating the Wheat from the Chaff: Spatio-Temporal Transformer with View-interweaved Attention for Photon-Efficient Depth Sensing (AAAI 2025 · similarity 0.89)
- Opportunistic Single-Photon Time of Flight (CVPR 2025 · similarity 0.88)
- Towards 3D Vision with Low-Cost Single-Photon Cameras (CVPR 2024 · similarity 0.87)
- Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike Fluctuations (CVPR 2024 · similarity 0.86)
- Virtual Scanning: Unsupervised Non-line-of-sight Imaging from Irregularly Undersampled Transients (NeurIPS 2024 · similarity 0.86)
- Generalized Event Cameras (CVPR 2024 · similarity 0.86)
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