# Scene Flow Estimation on VoD (View-of-Delft) (test)

Source: [Scene Flow Estimation on VoD (View-of-Delft) (test)](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-29T07:31:09.497Z

Evaluation of Scene Flow Estimation performance on the test split of the View-of-Delft (VoD) dataset.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Scene Flow Estimation |
| Dataset (including any stated split) | VoD (View-of-Delft) (test) |
| Metric | EPE (m) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [EPE (m)](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=EPE%20(m)>): Lower is better; unit: SCALAR.

- [AccS](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=AccS>): Higher is better; unit: PERCENT.

- [AccR](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=AccR>): Higher is better; unit: PERCENT.

- [RNE (m)](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=RNE%20(m)>): Lower is better; unit: SCALAR.

- [MRNE (m)](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=MRNE%20(m)>): Lower is better; unit: SCALAR.

- [SRNE (m)](<https://www.sota2.com/research/sota/scene-flow-estimation-on-vod-view-of-delft-test.md?metric=SRNE%20(m)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | EPE (m) | Result date | Report paper |
| --- | --- | --- | --- |
| TARS-superego | 0.048 | Not recorded | 68fa7a361e209131cea81d35 |
| TARS-ego | 0.092 | Not recorded | 68fa7a361e209131cea81d35 |
| TARS-ego | 0.092 | Not recorded | 68fa7a361e209131cea81d35 |
| PV-RAFT | 0.126 | Not recorded | 68fa7a361e209131cea81d35 |
| CMFlow (T) | 0.13 | Not recorded | 68fa6ec61e209131cea41fdc |
| CMFlow | 0.13 | Not recorded | 68fa7a361e209131cea81d35 |
| CMFlow | 0.141 | Not recorded | 68fa6ec61e209131cea41fdc |
| CMFlow | 0.141 | Not recorded | 68fa7a361e209131cea81d35 |
| PointPWC-Net | 0.196 | Not recorded | 68fa7a361e209131cea81d35 |
| FlowNet3D | 0.201 | Not recorded | 68fa7a361e209131cea81d35 |
| DeFlow | 0.217 | Not recorded | 68fa7a361e209131cea81d35 |
| RaFlow | 0.226 | Not recorded | 68fa6ec61e209131cea41fdc |
| RaFlow | 0.226 | Not recorded | 68fa7a361e209131cea81d35 |
| Bi-PointFlowNet | 0.242 | Not recorded | 68fa7a361e209131cea81d35 |
| Flow4D-2frame | 0.255 | Not recorded | 68fa7a361e209131cea81d35 |
| FlowStep3D | 0.286 | Not recorded | 68fa7a361e209131cea81d35 |
| FlowStep3D | 0.292 | Not recorded | 68fa6ec61e209131cea41fdc |
| FlowStep3D | 0.292 | Not recorded | 68fa7a361e209131cea81d35 |
| FlowStep3D | 0.292 | Not recorded | 68fa7a361e209131cea81d35 |
| SLIM | 0.323 | Not recorded | 68fa6ec61e209131cea41fdc |
| SLIM | 0.323 | Not recorded | 68fa7a361e209131cea81d35 |
| ICP | 0.344 | Not recorded | 68fa6ec61e209131cea41fdc |
| JGWTF | 0.375 | Not recorded | 68fa6ec61e209131cea41fdc |
| PointPWC | 0.422 | Not recorded | 68fa6ec61e209131cea41fdc |
| PointPWC-Net | 0.422 | Not recorded | 68fa7a361e209131cea81d35 |
| PointPWC-Net | 0.422 | Not recorded | 68fa7a361e209131cea81d35 |
| Graph Prior | 0.445 | Not recorded | 68fa6ec61e209131cea41fdc |

### TARS-superego

EPE (m): 0.048. Result ID: 69f1b3a947f34ce924d7d757.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Cross+"}. This record does not assert independent reproduction.

### TARS-ego

EPE (m): 0.092. Result ID: 69f1b3a947f34ce924d7d756.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### TARS-ego

EPE (m): 0.092. Result ID: 69f1b3a947f34ce924d7d760.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### PV-RAFT

EPE (m): 0.126. Result ID: 69f1b3a947f34ce924d7d75c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f31e209131cea25358.md>)

Recorded evaluation configuration: {"Supervision":"Full"}. This record does not assert independent reproduction.

### CMFlow (T)

EPE (m): 0.13. Result ID: 699058a63a6c314849ffe23b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Implementation](<https://github.com/Toytiny/CMFlow>)

Recorded evaluation configuration: {"Sup.":"Cross","temporal update scheme":true}. This record does not assert independent reproduction.

### CMFlow

EPE (m): 0.13. Result ID: 69f1b3a947f34ce924d7d755.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Implementation](<https://github.com/Toytiny/CMFlow>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### CMFlow

EPE (m): 0.141. Result ID: 699058a63a6c314849ffe23a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Implementation](<https://github.com/Toytiny/CMFlow>)

Recorded evaluation configuration: {"Sup.":"Cross","temporal update scheme":false}. This record does not assert independent reproduction.

### CMFlow

EPE (m): 0.141. Result ID: 69f1b3a947f34ce924d7d75f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Implementation](<https://github.com/Toytiny/CMFlow>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### PointPWC-Net

EPE (m): 0.196. Result ID: 69f1b3a947f34ce924d7d75b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Full"}. This record does not assert independent reproduction.

### FlowNet3D

EPE (m): 0.201. Result ID: 69f1b3a947f34ce924d7d75a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66181e209131cea0e484.md>)

Recorded evaluation configuration: {"Supervision":"Full"}. This record does not assert independent reproduction.

### DeFlow

EPE (m): 0.217. Result ID: 69f1b3a947f34ce924d7d754.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72021e209131cea54192.md>)

[Implementation](<https://github.com/KTH-RPL/deflow>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### RaFlow

EPE (m): 0.226. Result ID: 699058a63a6c314849ffe239.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf11e209131cea36b06.md>)

Recorded evaluation configuration: {"Sup.":"Self"}. This record does not assert independent reproduction.

### RaFlow

EPE (m): 0.226. Result ID: 69f1b3a947f34ce924d7d753.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf11e209131cea36b06.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### Bi-PointFlowNet

EPE (m): 0.242. Result ID: 69f1b3a947f34ce924d7d759.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfb1e209131cea37166.md>)

Recorded evaluation configuration: {"Supervision":"Full"}. This record does not assert independent reproduction.

### Flow4D-2frame

EPE (m): 0.255. Result ID: 69f1b3a947f34ce924d7d752.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74141e209131cea5faf9.md>)

Recorded evaluation configuration: {"Supervision":"Cross"}. This record does not assert independent reproduction.

### FlowStep3D

EPE (m): 0.286. Result ID: 69f1b3a947f34ce924d7d758.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23942.md>)

Recorded evaluation configuration: {"Supervision":"Full"}. This record does not assert independent reproduction.

### FlowStep3D

EPE (m): 0.292. Result ID: 699058a63a6c314849ffe237.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23942.md>)

Recorded evaluation configuration: {"Sup.":"Self"}. This record does not assert independent reproduction.

### FlowStep3D

EPE (m): 0.292. Result ID: 69f1b3a947f34ce924d7d751.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23942.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### FlowStep3D

EPE (m): 0.292. Result ID: 69f1b3a947f34ce924d7d75e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23942.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### SLIM

EPE (m): 0.323. Result ID: 699058a63a6c314849ffe238.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

Recorded evaluation configuration: {"Sup.":"Self"}. This record does not assert independent reproduction.

### SLIM

EPE (m): 0.323. Result ID: 69f1b3a947f34ce924d7d750.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### ICP

EPE (m): 0.344. Result ID: 699058a63a6c314849ffe233.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

Recorded evaluation configuration: {"Sup.":"None"}. This record does not assert independent reproduction.

### JGWTF

EPE (m): 0.375. Result ID: 699058a63a6c314849ffe235.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15def.md>)

Recorded evaluation configuration: {"Sup.":"Self"}. This record does not assert independent reproduction.

### PointPWC

EPE (m): 0.422. Result ID: 699058a63a6c314849ffe236.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

Recorded evaluation configuration: {"Sup.":"Self"}. This record does not assert independent reproduction.

### PointPWC-Net

EPE (m): 0.422. Result ID: 69f1b3a947f34ce924d7d74f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### PointPWC-Net

EPE (m): 0.422. Result ID: 69f1b3a947f34ce924d7d75d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81d35.md>)

Recorded evaluation configuration: {"Supervision":"Self"}. This record does not assert independent reproduction.

### Graph Prior

EPE (m): 0.445. Result ID: 699058a63a6c314849ffe234.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a91e209131cea1d8b7.md>)

Recorded evaluation configuration: {"Sup.":"None"}. This record does not assert independent reproduction.

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