DyCheck
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Point cloud reconstruction | DyCheck | Accuracy (Mean)1.772 | 40 | |
| Camera Pose Estimation | DyCheck | ATE0.01 | 21 | |
| 4D reconstruction | DyCheck (test) | mPSNR19.75 | 21 | |
| Dynamic Novel View Synthesis | DyCheck 5 scenes 1.0 | mPSNR18.59 | 20 | |
| Video Depth Estimation | DyCheck | Absolute Relative Error0.03 | 17 | |
| Dynamic reconstruction | DyCheck | PSNR18.74 | 16 | |
| Novel View Synthesis | DyCheck (test) | mPSNR18.46 | 15 | |
| Dynamic View Synthesis | DyCheck iPhone Masked | mPSNR19.85 | 13 | |
| Monocular 4D Reconstruction | DyCheck (Covisible region) | mPSNR20.26 | 13 | |
| Camera Pose Estimation | DyCheck (test) | ATE0.01 | 12 | |
| Novel View Synthesis | DyCheck 7 scenes, 360x480 resolution | mPSNR19.43 | 12 | |
| Dynamic View Synthesis | DyCheck 5 scenes, 1x resolution 1.0 (test) | mLPIPS0.37 | 11 | |
| 2D Point Tracking | DyCheck 10 | AJ37.7 | 10 | |
| 3D Point Tracking | DyCheck 10 | EPE0.07 | 10 | |
| Novel View Synthesis | DyCheck 1.0 (novel view) | PSNR17.98 | 9 | |
| Dynamic View Synthesis | DyCheck iPhone | PSNR18.71 | 8 | |
| Monocular 4D Reconstruction | DyCheck (val region) | PSNR19.08 | 8 | |
| Camera Pose Estimation | DyCheck | AUC @ 3°43.7 | 8 | |
| Tracking | DyCheck Dataset | Apple Error0.036 | 8 | |
| Dynamic Novel View Synthesis | DyCheck 7 scenes 1.0 | mPSNR19.63 | 8 | |
| Correspondence Tracking | DyCheck (test) | PCK-T82.4 | 8 | |
| 4D Reconstruction | DyCheck | Mean PSNR19.89 | 7 | |
| Dynamic Scene Reconstruction | Dycheck iPhone | mPSNR19.5 | 7 | |
| Novel-View Synthesis | DyCheck 12 (test) | Apple PSNR19.4 | 7 | |
| Narrow Dynamic View Synthesis | DyCheck iPhone 1.0 (test) | PSNR16.94 | 7 |
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