# Long-term Motion Prediction on H3.6M Discussion

Source: [Long-term Motion Prediction on H3.6M Discussion](<https://www.sota2.com/research/sota/long-term-motion-prediction-on-h3-6m-discussion>)

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

Data updated: 2026-02-26T05:49:25.931Z

Evaluation of long-term human motion prediction models specifically on the 'Discussion' activity subset of the Human3.6M dataset, reporting Mean Absolute Error (MAE) at future time steps of 560ms and 1000ms.

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 | Long-term Motion Prediction |
| Dataset (including any stated split) | H3.6M Discussion |
| Metric | MAE (1000ms) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [MAE (1000ms)](<https://www.sota2.com/research/sota/long-term-motion-prediction-on-h3-6m-discussion.md?metric=MAE%20(1000ms)>): Lower is better; unit: SCALAR.

- [MAE (560ms)](<https://www.sota2.com/research/sota/long-term-motion-prediction-on-h3-6m-discussion.md?metric=MAE%20(560ms)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE (1000ms) | Result date | Report paper |
| --- | --- | --- | --- |
| Sym-GNN | 1.28 | Not recorded | 68fa66771e209131cea10503 |
| AGED | 1.3 | Not recorded | 68fa66771e209131cea10503 |
| Res-sup. | 1.69 | Not recorded | 68fa66771e209131cea10503 |
| DropAE | 1.73 | Not recorded | 68fa66771e209131cea10503 |
| TP-RNN | 1.74 | Not recorded | 68fa66771e209131cea10503 |
| Skel-TNet | 1.75 | Not recorded | 68fa66771e209131cea10503 |
| BiHMP-GAN | 1.77 | Not recorded | 68fa66771e209131cea10503 |
| CSM | 1.86 | Not recorded | 68fa66771e209131cea10503 |
| ZeroV | 1.96 | Not recorded | 68fa66771e209131cea10503 |
| SRNN | 2.43 | Not recorded | 68fa66771e209131cea10503 |
| ERD | 2.92 | Not recorded | 68fa66771e209131cea10503 |
| Lstm3LR | 2.93 | Not recorded | 68fa66771e209131cea10503 |

### Sym-GNN

MAE (1000ms): 1.28. Result ID: 698cf17e8b517eb4331de024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Implementation](<https://www.sota2.com/github.com/limaosen0/Sym-GNN>)

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

### AGED

MAE (1000ms): 1.3. Result ID: 698cf17e8b517eb4331de021.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

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

### Res-sup.

MAE (1000ms): 1.69. Result ID: 698cf17e8b517eb4331de01e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63521e209131ce9fe25e.md>)

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

### DropAE

MAE (1000ms): 1.73. Result ID: 698cf17e8b517eb4331de01d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea013fe.md>)

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

### TP-RNN

MAE (1000ms): 1.74. Result ID: 698cf17e8b517eb4331de020.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f61e209131cea075ec.md>)

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

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

### Skel-TNet

MAE (1000ms): 1.75. Result ID: 698cf17e8b517eb4331de023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c01e209131cea0c32f.md>)

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

### BiHMP-GAN

MAE (1000ms): 1.77. Result ID: 698cf17e8b517eb4331de022.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa652f1e209131cea08b42.md>)

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

### CSM

MAE (1000ms): 1.86. Result ID: 698cf17e8b517eb4331de01f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64501e209131cea03f82.md>)

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

### ZeroV

MAE (1000ms): 1.96. Result ID: 698cf17e8b517eb4331de019.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63521e209131ce9fe25e.md>)

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

### SRNN

MAE (1000ms): 2.43. Result ID: 698cf17e8b517eb4331de01c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62671e209131ce9f92d2.md>)

[Implementation](<http://asheshjain.org/srnn>)

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

### ERD

MAE (1000ms): 2.92. Result ID: 698cf17e8b517eb4331de01a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f7a3a.md>)

[Implementation](<https://sites.google.com/site/motionlstm/>)

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

### Lstm3LR

MAE (1000ms): 2.93. Result ID: 698cf17e8b517eb4331de01b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66771e209131cea10503.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f7a3a.md>)

[Implementation](<https://sites.google.com/site/motionlstm/>)

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.
