Research map / 3D vision / NeRF and radiance fields
TöRF: Time-of-Flight Radiance Fields for Dynamic Scene View Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add raw ToF phasor supervision to NeRF | NeRF · Bedroom static, 2 views | PSNR: 11.59 -> 22.09 | Helped |
| add raw ToF phasor supervision to NeRF | NeRF · Bathroom static, 2 views | PSNR: 16.56 -> 19.21 | Helped |
| add raw ToF phasor supervision to NeRF | NeRF · Bathroom static, 2 views | depth MSE: 0.97 -> 2.12 | Hurt |
| add raw ToF phasor supervision to NeRF | NeRF · Bedroom static, 4 views | PSNR: 28.29 -> 29.79 | Helped |
| add raw ToF phasor supervision to NeRF | NeRF · Bedroom static, 4 views | depth MSE: 0.94 -> 0.27 | Helped |
| use raw phasor images instead of ToF-derived depth (ablation) | NSFF · DinoPear dynamic | depth MSE: 0.007 -> 0.005 | Helped |
| use raw phasor images instead of ToF-derived depth (ablation) | VideoNeRF · DinoPear dynamic | LPIPS: 0.032 -> 0.028 | Helped |
| add ToF depth (wrapped) to VideoNeRF (ablation) | VideoNeRF · DinoPear dynamic | PSNR: 21.32 -> 19.75 | Hurt |
| add ToF depth to NSFF (ablation) | NSFF · DinoPear dynamic | depth MSE: 0.021 -> 0.010 | Helped |
| use TöRF instead of NSFF | TöRF · DinoPear dynamic | PSNR: 22.64 -> 22.19 | Hurt |
Closest papers by meaning
- BLiRF: Bandlimited Radiance Fields for Dynamic Scene Modeling (AAAI 2024 · similarity 0.88)
- DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video (CVPR 2024 · similarity 0.87)
- Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular Video (CVPR 2025 · similarity 0.87)
- CF-NeRF: Camera Parameter Free Neural Radiance Fields with Incremental Learning (AAAI 2024 · similarity 0.86)
- TeTriRF: Temporal Tri-Plane Radiance Fields for Efficient Free-Viewpoint Video (CVPR 2024 · similarity 0.86)
- PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference (CVPR 2024 · similarity 0.86)
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