# Trajectory Prediction on OPV2V Vehicle 1 (val)

Source: [Trajectory Prediction on OPV2V Vehicle 1 (val)](<https://www.sota2.com/research/sota/trajectory-prediction-on-opv2v-vehicle-1-val>)

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

Data updated: 2026-04-28T07:20:16.435Z

Evaluation of trajectory prediction models on the validation split of the OPV2V Vehicle 1 dataset, assessed using ADE, FDE, MR, and TSR0.5.

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 | Trajectory Prediction |
| Dataset (including any stated split) | OPV2V Vehicle 1 (val) |
| Metric | ADE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [ADE](<https://www.sota2.com/research/sota/trajectory-prediction-on-opv2v-vehicle-1-val.md?metric=ADE>): Lower is better; unit: SCALAR.

- [FDE](<https://www.sota2.com/research/sota/trajectory-prediction-on-opv2v-vehicle-1-val.md?metric=FDE>): Lower is better; unit: SCALAR.

- [MR](<https://www.sota2.com/research/sota/trajectory-prediction-on-opv2v-vehicle-1-val.md?metric=MR>): Lower is better; unit: PERCENT.

- [TSR@0.5](<https://www.sota2.com/research/sota/trajectory-prediction-on-opv2v-vehicle-1-val.md?metric=TSR%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ADE | Result date | Report paper |
| --- | --- | --- | --- |
| No fusion (lstm12) | 0.688 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (tr12) | 0.694 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (lstm12:lstm12) | 0.708 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (lstm12) | 0.711 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (lstm12:lstm23) | 0.712 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (lstm12:tr12) | 0.714 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (tr12:lstm12) | 0.763 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (tr12:tr12) | 0.77 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (tr12) | 0.773 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (tr12:tr23) | 0.776 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (lstm23) | 1.12 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (lstm23:lstm23) | 1.176 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (lstm23) | 1.181 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (lstm23:lstm12) | 1.195 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (tr23) | 1.348 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (tr23:tr23) | 1.514 | Not recorded | 69f03f1455a3c32af89fa057 |
| Late Fusion (tr23:tr12) | 1.517 | Not recorded | 69f03f1455a3c32af89fa057 |
| No fusion (tr23) | 1.53 | Not recorded | 69f03f1455a3c32af89fa057 |

### No fusion (lstm12)

ADE: 0.688. Result ID: 69f05ed547f34ce924d5ccee.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"w/o Occ.","Predictor":"LSTM","Horizon":"2s"}. This record does not assert independent reproduction.

### No fusion (tr12)

ADE: 0.694. Result ID: 69f05ed547f34ce924d5cce5.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"w/o Occ.","History":"1s","Horizon":"2s","Predictor":"Transformer"}. This record does not assert independent reproduction.

### Late Fusion (lstm12:lstm12)

ADE: 0.708. Result ID: 69f05ed547f34ce924d5ccf0.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"lstm12","Collaborator Predictor":"lstm12"}. This record does not assert independent reproduction.

### No fusion (lstm12)

ADE: 0.711. Result ID: 69f05ed547f34ce924d5ccef.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"under Occ.","Predictor":"LSTM","Horizon":"2s"}. This record does not assert independent reproduction.

### Late Fusion (lstm12:lstm23)

ADE: 0.712. Result ID: 69f05ed547f34ce924d5ccf2.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"lstm12","Collaborator Predictor":"lstm23"}. This record does not assert independent reproduction.

### Late Fusion (lstm12:tr12)

ADE: 0.714. Result ID: 69f05ed547f34ce924d5ccf1.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"lstm12","Collaborator Predictor":"tr12"}. This record does not assert independent reproduction.

### Late Fusion (tr12:lstm12)

ADE: 0.763. Result ID: 69f05ed547f34ce924d5cce8.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"tr12","Collaborator Predictor":"lstm12","Occlusion":"under Occ."}. This record does not assert independent reproduction.

### Late Fusion (tr12:tr12)

ADE: 0.77. Result ID: 69f05ed547f34ce924d5cce7.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"tr12","Collaborator Predictor":"tr12","Occlusion":"under Occ."}. This record does not assert independent reproduction.

### No fusion (tr12)

ADE: 0.773. Result ID: 69f05ed547f34ce924d5cce6.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"under Occ.","History":"1s","Horizon":"2s","Predictor":"Transformer"}. This record does not assert independent reproduction.

### Late Fusion (tr12:tr23)

ADE: 0.776. Result ID: 69f05ed547f34ce924d5cce9.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"tr12","Collaborator Predictor":"tr23","Occlusion":"under Occ."}. This record does not assert independent reproduction.

### No fusion (lstm23)

ADE: 1.12. Result ID: 69f05ed547f34ce924d5ccf3.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"w/o Occ.","Predictor":"LSTM","Horizon":"3s"}. This record does not assert independent reproduction.

### Late Fusion (lstm23:lstm23)

ADE: 1.176. Result ID: 69f05ed547f34ce924d5ccf6.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"lstm23","Collaborator Predictor":"lstm23"}. This record does not assert independent reproduction.

### No fusion (lstm23)

ADE: 1.181. Result ID: 69f05ed547f34ce924d5ccf4.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"under Occ.","Predictor":"LSTM","Horizon":"3s"}. This record does not assert independent reproduction.

### Late Fusion (lstm23:lstm12)

ADE: 1.195. Result ID: 69f05ed547f34ce924d5ccf5.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"lstm23","Collaborator Predictor":"lstm12"}. This record does not assert independent reproduction.

### No fusion (tr23)

ADE: 1.348. Result ID: 69f05ed547f34ce924d5ccea.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"w/o Occ.","History":"2s","Horizon":"3s","Predictor":"Transformer"}. This record does not assert independent reproduction.

### Late Fusion (tr23:tr23)

ADE: 1.514. Result ID: 69f05ed547f34ce924d5cced.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"tr23","Collaborator Predictor":"tr23","Occlusion":"under Occ."}. This record does not assert independent reproduction.

### Late Fusion (tr23:tr12)

ADE: 1.517. Result ID: 69f05ed547f34ce924d5ccec.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Ego Predictor":"tr23","Collaborator Predictor":"tr12","Occlusion":"under Occ."}. This record does not assert independent reproduction.

### No fusion (tr23)

ADE: 1.53. Result ID: 69f05ed547f34ce924d5cceb.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1455a3c32af89fa057.md>)

Recorded evaluation configuration: {"Occlusion":"under Occ.","History":"2s","Horizon":"3s","Predictor":"Transformer"}. This record does not assert independent reproduction.

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