# Pedestrian Trajectory Prediction on ETH-UCY Univ

Source: [Pedestrian Trajectory Prediction on ETH-UCY Univ](<https://www.sota2.com/research/sota/pedestrian-trajectory-prediction-on-eth-ucy-univ>)

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

Data updated: 2026-02-26T05:21:51.731Z

Evaluation of pedestrian trajectory prediction models on the 'Univ' scene subset of the combined ETH and UCY datasets, assessed using ADE and FDE.

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 | Pedestrian Trajectory Prediction |
| Dataset (including any stated split) | ETH-UCY Univ |
| Metric | ADE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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/pedestrian-trajectory-prediction-on-eth-ucy-univ.md?metric=ADE>): Lower is better; unit: SCALAR.

- [FDE](<https://www.sota2.com/research/sota/pedestrian-trajectory-prediction-on-eth-ucy-univ.md?metric=FDE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ADE | Result date | Report paper |
| --- | --- | --- | --- |
| MID | 0.22 | Not recorded | 68fa6ee81e209131cea42d3c |
| EqMotion | 0.23 | Not recorded | 68fa6ee81e209131cea42d3c |
| GP-Graph | 0.24 | Not recorded | 68fa6ee81e209131cea42d3c |
| Agentformer | 0.25 | Not recorded | 68fa6ee81e209131cea42d3c |
| GroupNet | 0.26 | Not recorded | 68fa6ee81e209131cea42d3c |
| Traj++ | 0.3 | Not recorded | 68fa6ee81e209131cea42d3c |
| PECNet | 0.35 | Not recorded | 68fa6ee81e209131cea42d3c |
| EqMotion | 0.5 | Not recorded | 68fa6ee81e209131cea42d3c |
| NMMP | 0.52 | Not recorded | 68fa6ee81e209131cea42d3c |
| Traj++ | 0.53 | Not recorded | 68fa6ee81e209131cea42d3c |
| TransF | 0.53 | Not recorded | 68fa6ee81e209131cea42d3c |
| MemoNet | 0.55 | Not recorded | 68fa6ee81e209131cea42d3c |
| SGAN-ind | 0.6 | Not recorded | 68fa6ee81e209131cea42d3c |
| S-LSTM | 0.67 | Not recorded | 68fa6ee81e209131cea42d3c |
| SGAN | 0.76 | Not recorded | 68fa6ee81e209131cea42d3c |

### MID

ADE: 0.22. Result ID: 69906ea73a6c3148490083b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea3229f.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### EqMotion

ADE: 0.23. Result ID: 69906ea73a6c3148490083bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/EqMotion>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### GP-Graph

ADE: 0.24. Result ID: 69906ea73a6c3148490083ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d191e209131cea37b9a.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### Agentformer

ADE: 0.25. Result ID: 69906ea73a6c3148490083b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aef1e209131cea2b2c6.md>)

[Implementation](<https://www.ye-yuan.com/agentformer>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### GroupNet

ADE: 0.26. Result ID: 69906ea73a6c3148490083b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c531e209131cea33452.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### Traj++

ADE: 0.3. Result ID: 69906ea73a6c3148490083b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### PECNet

ADE: 0.35. Result ID: 69906ea73a6c3148490083b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f11e209131cea1942d.md>)

[Implementation](<https://karttikeya.github.io/publication/htf/>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### EqMotion

ADE: 0.5. Result ID: 69906ea73a6c3148490083b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/EqMotion>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### NMMP

ADE: 0.52. Result ID: 69906ea73a6c3148490083b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67341e209131cea14b3a.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

### Traj++

ADE: 0.53. Result ID: 69906ea73a6c3148490083af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### TransF

ADE: 0.53. Result ID: 69906ea73a6c3148490083b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68871e209131cea1cb44.md>)

[Implementation](<https://www.sota2.com/github.com/FGiuliari/Trajectory-Transformer>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### MemoNet

ADE: 0.55. Result ID: 69906ea73a6c3148490083b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31b3d.md>)

[Implementation](<https://github.com/MediaBrain-SJTU/MemoNet>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### SGAN-ind

ADE: 0.6. Result ID: 69906ea73a6c3148490083ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea034f1.md>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### S-LSTM

ADE: 0.67. Result ID: 69906ea73a6c3148490083ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

Recorded evaluation configuration: {"Prediction Mode":"Deterministic"}. This record does not assert independent reproduction.

### SGAN

ADE: 0.76. Result ID: 69906ea73a6c3148490083b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42d3c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea034f1.md>)

Recorded evaluation configuration: {"Prediction Mode":"Multi-prediction"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
