# Motion Forecasting on Argoverse Motion Forecasting 1.1 (test)

Source: [Motion Forecasting on Argoverse Motion Forecasting 1.1 (test)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test>)

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

Data updated: 2026-02-26T06:11:05.468Z

Evaluation of motion forecasting models on the test split of the Argoverse Motion Forecasting 1.1 dataset, assessed using various displacement error metrics (minADE, minFDE) and Miss Rate (MR) for K=1 and K=6 predictions.

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 | Motion Forecasting |
| Dataset (including any stated split) | Argoverse Motion Forecasting 1.1 (test) |
| Metric | minADE (K=1) |
| 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

- [minADE (K=1)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=minADE%20(K%3D1)>): Lower is better; unit: SCALAR.

- [minFDE (K=1)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=minFDE%20(K%3D1)>): Lower is better; unit: SCALAR.

- [MR (K=1)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=MR%20(K%3D1)>): Lower is better; unit: PERCENT.

- [minADE (K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=minADE%20(K%3D6)>): Lower is better; unit: SCALAR.

- [minFDE (K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=minFDE%20(K%3D6)>): Lower is better; unit: SCALAR.

- [p-minADE (K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=p-minADE%20(K%3D6)>): Lower is better; unit: SCALAR.

- [p-minFDE (K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=p-minFDE%20(K%3D6)>): Lower is better; unit: SCALAR.

- [MR (K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=MR%20(K%3D6)>): Lower is better; unit: PERCENT.

- [FDE (b, K=6)](<https://www.sota2.com/research/sota/motion-forecasting-on-argoverse-motion-forecasting-1-1-test.md?metric=FDE%20(b%2C%20K%3D6)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | minADE (K=1) | Result date | Report paper |
| --- | --- | --- | --- |
| MISC | 1.476 | Not recorded | 68fa71481e209131cea5066f |
| Hivt++ | 1.56 | Not recorded | 68fa71481e209131cea5066f |
| TPCN | 1.58 | Not recorded | 68fa71481e209131cea5066f |
| MultiPath++ | 1.623 | Not recorded | 68fa71481e209131cea5066f |
| TPCN | 1.64 | Not recorded | 68fa6a101e209131cea25edc |
| LaneRCNN | 1.68 | Not recorded | 68fa71481e209131cea5066f |
| DenseTNT | 1.68 | Not recorded | 68fa71481e209131cea5066f |
| LaneRCNN | 1.69 | Not recorded | 68fa6a101e209131cea25edc |
| TMP | 1.7 | Not recorded | 68fa6a101e209131cea25edc |
| SenseTime\_AP | 1.7 | Not recorded | 68fa6a101e209131cea25edc |
| poly | 1.7 | Not recorded | 68fa6a101e209131cea25edc |
| HOME | 1.7 | Not recorded | 68fa71481e209131cea5066f |
| LaneGCN | 1.71 | Not recorded | 68fa6a101e209131cea25edc |
| LaneConv | 1.71 | Not recorded | 68fa71481e209131cea5066f |
| HOME | 1.72 | Not recorded | 68fa6a101e209131cea25edc |
| HOME | 1.73 | Not recorded | 68fa6a101e209131cea25edc |
| Jean | 1.74 | Not recorded | 68fa6a101e209131cea25edc |
| Jean | 1.74 | Not recorded | 68fa71481e209131cea5066f |
| mmTransformer | 1.77 | Not recorded | 68fa71481e209131cea5066f |
| TNT | 1.77 | Not recorded | 68fa71481e209131cea5066f |
| TNT | 1.78 | Not recorded | 68fa6a101e209131cea25edc |
| SceneTransformer | 1.81 | Not recorded | 68fa71481e209131cea5066f |
| WIMP | 1.82 | Not recorded | 68fa6a101e209131cea25edc |
| PRIME | 1.91 | Not recorded | 68fa6a101e209131cea25edc |
| PRIME | 1.91 | Not recorded | 68fa71481e209131cea5066f |
| HIKVISION-ADLab-HZ | 1.94 | Not recorded | 68fa6a101e209131cea25edc |
| Alibaba-ADLab | 1.97 | Not recorded | 68fa6a101e209131cea25edc |

### MISC

minADE (K=1): 1.476. Result ID: 6991a62c3a6c31484909a679.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

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

### Hivt++

minADE (K=1): 1.56. Result ID: 6991a62c3a6c31484909a678.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

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

### TPCN

minADE (K=1): 1.58. Result ID: 6991a62c3a6c31484909a675.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696c1e209131cea21ebb.md>)

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

### MultiPath++

minADE (K=1): 1.623. Result ID: 6991a62c3a6c31484909a677.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b781e209131cea2e560.md>)

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

### TPCN

minADE (K=1): 1.64. Result ID: 698e0aa0ffc3901de09a5901.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696c1e209131cea21ebb.md>)

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

### LaneRCNN

minADE (K=1): 1.68. Result ID: 6991a62c3a6c31484909a66f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691a1e209131cea2041d.md>)

[Implementation](<https://eval.ai/web/challenges/challenge-page/454/leaderboard/1279>)

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

### DenseTNT

minADE (K=1): 1.68. Result ID: 6991a62c3a6c31484909a673.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4e1e209131cea2d75a.md>)

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

### LaneRCNN

minADE (K=1): 1.69. Result ID: 698e0aa0ffc3901de09a5906.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691a1e209131cea2041d.md>)

[Implementation](<https://eval.ai/web/challenges/challenge-page/454/leaderboard/1279>)

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

### TMP

minADE (K=1): 1.7. Result ID: 698e0aa0ffc3901de09a5905.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22b78.md>)

[Implementation](<https://decisionforce.github.io/mmTransformer>)

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

### SenseTime\_AP

minADE (K=1): 1.7. Result ID: 698e0aa0ffc3901de09a5907.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

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

### poly

minADE (K=1): 1.7. Result ID: 698e0aa0ffc3901de09a5908.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

Recorded evaluation configuration: {"rank":"3rd"}. This record does not assert independent reproduction.

### HOME

minADE (K=1): 1.7. Result ID: 6991a62c3a6c31484909a676.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

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

### LaneGCN

minADE (K=1): 1.71. Result ID: 698e0aa0ffc3901de09a58ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68071e209131cea199a2.md>)

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

### LaneConv

minADE (K=1): 1.71. Result ID: 6991a62c3a6c31484909a66e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68071e209131cea199a2.md>)

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

### HOME

minADE (K=1): 1.72. Result ID: 698e0aa0ffc3901de09a590a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

Recorded evaluation configuration: {"optimization":"FDE L=4"}. This record does not assert independent reproduction.

### HOME

minADE (K=1): 1.73. Result ID: 698e0aa0ffc3901de09a590b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

Recorded evaluation configuration: {"optimization":"MR","rank":"1st"}. This record does not assert independent reproduction.

### Jean

minADE (K=1): 1.74. Result ID: 698e0aa0ffc3901de09a5904.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b70.md>)

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

### Jean

minADE (K=1): 1.74. Result ID: 6991a62c3a6c31484909a66d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b70.md>)

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

### mmTransformer

minADE (K=1): 1.77. Result ID: 6991a62c3a6c31484909a670.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22b78.md>)

[Implementation](<https://decisionforce.github.io/mmTransformer>)

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

### TNT

minADE (K=1): 1.77. Result ID: 6991a62c3a6c31484909a672.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68341e209131cea1ac05.md>)

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

### TNT

minADE (K=1): 1.78. Result ID: 698e0aa0ffc3901de09a5903.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68341e209131cea1ac05.md>)

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

### SceneTransformer

minADE (K=1): 1.81. Result ID: 6991a62c3a6c31484909a671.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea31538.md>)

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

### WIMP

minADE (K=1): 1.82. Result ID: 698e0aa0ffc3901de09a58fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1ada4.md>)

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

### PRIME

minADE (K=1): 1.91. Result ID: 698e0aa0ffc3901de09a5909.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0d1e209131cea2bbc3.md>)

Recorded evaluation configuration: {"rank":"2nd"}. This record does not assert independent reproduction.

### PRIME

minADE (K=1): 1.91. Result ID: 6991a62c3a6c31484909a674.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71481e209131cea5066f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0d1e209131cea2bbc3.md>)

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

### HIKVISION-ADLab-HZ

minADE (K=1): 1.94. Result ID: 698e0aa0ffc3901de09a5902.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

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

### Alibaba-ADLab

minADE (K=1): 1.97. Result ID: 698e0aa0ffc3901de09a5900.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25edc.md>)

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

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