Scene Flow Estimation
Optical flow is a two-dimensional motion field in the image plane. It is the projection of the three-dimensional motion of the world. If the world is completely non-rigid, the motions of the points in the scene may all be indepen- dent of each other. One representation of the scene motion is therefore a dense three-dimensional vector field defined for every point on every surface in the scene. By analogy with optical flow, we refer to this three-dimensional motion field as scene flow.
Source: Vedula, Sundar, et al. "Three-dimensional scene flow." IEEE transactions on pattern analysis and machine intelligence 27.3 (2005): 475-480. pdf
Papers
Showing 1–25 of 152 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FastNSF | EPE 3-Way | 0.11 | — | Unverified |
| 2 | FastFlow3D | EPE 3-Way | 0.06 | — | Unverified |
| 3 | NSFP | EPE 3-Way | 0.06 | — | Unverified |
| 4 | ZeroFlow 5x XL | EPE 3-Way | 0.05 | — | Unverified |
| 5 | SeFlow | EPE 3-Way | 0.05 | — | Unverified |
| 6 | TrackFlow | EPE 3-Way | 0.05 | — | Unverified |
| 7 | DeFlow | EPE 3-Way | 0.03 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CamLiFlow (K) | 1px total | 85.31 | — | Unverified |
| 2 | RAFT-3D (F) | 1px total | 78.82 | — | Unverified |
| 3 | M-FUSE (K) | 1px total | 62.49 | — | Unverified |
| 4 | CamLiFlow (F) | 1px total | 50.08 | — | Unverified |
| 5 | RAFT-3D (K) | 1px total | 37.26 | — | Unverified |
| 6 | M-FUSE (F) | 1px total | 34.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Self-Mono-SF | SF-all | 49.54 | — | Unverified |
| 2 | Multi-Mono-SF | SF-all | 44.04 | — | Unverified |
| 3 | PWOC-3D | SF-all | 15.69 | — | Unverified |
| 4 | CamLiRAFT | SF-all | 4.26 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Self-Mono-SF | D1-all | 31.25 | — | Unverified |
| 2 | Multi-Mono-SF | D1-all | 27.33 | — | Unverified |
| 3 | EPC | D1-all | 26.81 | — | Unverified |
| 4 | EPC++ | D1-all | 23.84 | — | Unverified |