# 3D Path Prediction on GTA-IM (test)

Source: [3D Path Prediction on GTA-IM (test)](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test>)

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

Data updated: 2026-06-30T09:22:27.514Z

Evaluation of 3D path prediction models on the test split of the GTA-IM dataset, typically assessed using Average Displacement Error (ADE), Final Displacement Error (FDE), and path errors measured at various future time horizons (0.5s, 1s, 1.5s, 2s).

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 | 3D Path Prediction |
| Dataset (including any stated split) | GTA-IM (test) |
| Metric | FDE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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

- [FDE](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=FDE>): Lower is better; unit: SCALAR.

- [3D Path Error (0.5s, mm)](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=3D%20Path%20Error%20(0.5s%2C%20mm)>): Lower is better; unit: SCALAR.

- [3D Path Error (1.0s, mm)](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=3D%20Path%20Error%20(1.0s%2C%20mm)>): Lower is better; unit: SCALAR.

- [3D Path Error (1.5s, mm)](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=3D%20Path%20Error%20(1.5s%2C%20mm)>): Lower is better; unit: SCALAR.

- [3D Path Error (2.0s, mm)](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=3D%20Path%20Error%20(2.0s%2C%20mm)>): Lower is better; unit: SCALAR.

- [ADE](<https://www.sota2.com/research/sota/3d-path-prediction-on-gta-im-test.md?metric=ADE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FDE | Result date | Report paper |
| --- | --- | --- | --- |
| Goal CVAE | 5.2 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 6.8 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 7.9 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 10.9 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 12.9 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 13.1 | Not recorded | 6a434da2ba73165dbb743e12 |
| Goal CVAE | 13.3 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 17.1 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 22.5 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 22.7 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 23.4 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 37.9 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 38.2 | Not recorded | 6a434da2ba73165dbb743e12 |
| GoalNet | 38.3 | Not recorded | 6a434da2ba73165dbb743e12 |
| Skeleton-Graph | 208 | Not recorded | 68fa6b7a1e209131cea2e6f9 |
| GPP-Net | 313 | Not recorded | 68fa6b7a1e209131cea2e6f9 |
| VP + LTD | 349 | Not recorded | 68fa6b7a1e209131cea2e6f9 |
| TR + VP | 510 | Not recorded | 68fa6b7a1e209131cea2e6f9 |
| TR | 622 | Not recorded | 68fa6b7a1e209131cea2e6f9 |

### Goal CVAE

FDE: 5.2. Result ID: 6a438ab9fbc373592c957b4c.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"10","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 6.8. Result ID: 6a438ab9fbc373592c957b4b.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"5","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 7.9. Result ID: 6a438ab9fbc373592c957b4a.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"3","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 10.9. Result ID: 6a438ab9fbc373592c957b49.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"1","Aggregation":"min"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 12.9. Result ID: 6a438ab9fbc373592c957b52.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"10","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 13.1. Result ID: 6a438ab9fbc373592c957b50.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"3","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Goal CVAE

FDE: 13.3. Result ID: 6a438ab9fbc373592c957b51.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"5","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 17.1. Result ID: 6a438ab9fbc373592c957b48.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"10","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 22.5. Result ID: 6a438ab9fbc373592c957b45.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"1","Aggregation":"min"}. This record does not assert independent reproduction.

### GoalNet

FDE: 22.7. Result ID: 6a438ab9fbc373592c957b47.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"5","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 23.4. Result ID: 6a438ab9fbc373592c957b46.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"3","Aggregation":"min","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 37.9. Result ID: 6a438ab9fbc373592c957b4e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"5","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 38.2. Result ID: 6a438ab9fbc373592c957b4d.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"3","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### GoalNet

FDE: 38.3. Result ID: 6a438ab9fbc373592c957b4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: {"Number of forecasts (F)":"10","Aggregation":"avg","Temperature (τ)":"100"}. This record does not assert independent reproduction.

### Skeleton-Graph

FDE: 208. Result ID: 698e8ee5ffc3901de09ea473.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

[Implementation](<https://github.com/abduallahmohamed/Skeleton-Graph.git>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPP-Net

FDE: 313. Result ID: 698e8ee5ffc3901de09ea472.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c15.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VP + LTD

FDE: 349. Result ID: 698e8ee5ffc3901de09ea471.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TR + VP

FDE: 510. Result ID: 698e8ee5ffc3901de09ea470.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TR

FDE: 622. Result ID: 698e8ee5ffc3901de09ea46f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7a1e209131cea2e6f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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