FlyingThings3D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Scene Flow Estimation | FlyingThings3D with occlusions (F3Do) (test) | EPE3D0.015 | 28 | |
| Multi-focus Image Fusion | FlyingThings3D (test) | SSIM0.9638 | 24 | |
| Optical Flow | FlyingThings3D (val) | EPE2D1.73 | 15 | |
| Scene Flow | FlyingThings3D (val) | EPE3D0.032 | 14 | |
| Scene Flow | FlyingThings3D (test) | EPE3D0.0416 | 13 | |
| Scene Flow Estimation | FlyingThings3D | EPE (m)0.1113 | 11 | |
| Scene Flow Estimation | FlyingThings3D (Non-occluded) | EPE3D0.029 | 9 | |
| Video depth estimation | FlyingThings3D (test) | Abs Rel0.102 | 7 | |
| Disparity Estimation | FlyingThings3D (test) | EPE1.27 | 7 | |
| Disparity Prediction | FlyingThings3D (test) | AI(1)0.018 | 6 | |
| Disparity Estimation | FlyingThings3D 2k images (val) | Disp. AI(1)0.0177 | 6 | |
| Scene Flow Estimation | FlyingThings3D F3Dc all Clean (test) | EPE3D0.04 | 6 | |
| All-in-Focus Prediction | FlyingThings3D (test) | PSNR (dB)31.2 | 5 | |
| All-In-Focus Image Reconstruction | FlyingThings3D 2k images (val) | AIF PSNR31.2 | 5 | |
| Scene flow estimation | FlyingThings3D (test) | EPE (m)0.1253 | 5 | |
| 3D Scene Flow | FlyingThings3D (test) | Threshold Accuracy (delta < 0.05)0.837 | 4 | |
| AIF Prediction | FlyingThings3D simulated (test) | PSNR (dB)31.2 | 3 | |
| Depth Prediction | FlyingThings3D simulated (test) | RMSE (mm)12.57 | 3 | |
| Scene Flow Estimation | FlyingThings3D F3Dc, non-occluded Clean (test) | EPE3D0.022 | 3 | |
| Image Deblurring | FlyingThings3D subset (test) | PSNR (dB)24.46 | 3 |
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