notesum.ai
Published at December 9Driv3R: Learning Dense 4D Reconstruction for Autonomous Driving
cs.CV
cs.AI
cs.LG
Released Date: December 9, 2024
Authors: Xin Fei1, Wenzhao Zheng1, Yueqi Duan1, Wei Zhan2, Masayoshi Tomizuka2, Kurt Keutzer2, Jiwen Lu1
Aff.: 1Tsinghua University; 2University of California, Berkeley
![[Uncaptioned image]](https://arxiv.org/html/2412.06777v1/x1.png)
| Methods | Acc | Comp | NC | Depth Metrics | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Mean | Median | Mean | Median | Mean | Median | Abs Rel | Sq Rel | RMSE | ||
| FSM [18] | 3.630 | 2.599 | 2.400 | 1.748 | 0.563 | 0.644 | 0.359 | 3.465 | 7.968 | 0.494 |
| R3D3 [35] | 2.454 | 1.732 | 1.458 | 0.740 | 0.605 | 0.668 | 0.250 | 4.452 | 7.080 | 0.697 |
| SurroundDepth [45] | 2.873 | 1.964 | 1.620 | 0.875 | 0.613 | 0.670 | 0.288 | 4.560 | 7.677 | 0.655 |
| DUSt3R [43] | 2.840 | 2.026 | 1.377 | 0.682 | 0.627 | 0.708 | 0.325 | 3.780 | 7.682 | 0.604 |
| MonST3R [52] | 1.635 | 1.247 | 1.469 | 0.714 | 0.640 | 0.712 | 0.240 | 2.025 | 6.784 | 0.689 |
| Spann3R [41] | 2.372 | 1.726 | 1.334 | 0.699 | 0.636 | 0.716 | 0.293 | 3.202 | 7.397 | 0.636 |
| Driv3R | 1.619 | 1.137 | 1.050 | 0.510 | 0.642 | 0.724 | 0.229 | 2.040 | 6.455 | 0.709 |