# 3D Human Skeleton Motion Prediction on H3.6M Subject 5 v1 (test) Source: [3D Human Skeleton Motion Prediction on H3.6M Subject 5 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:42.289Z Evaluation of 3D human motion prediction models on the test split of the H3.6M Subject 5 v1 configuration, reporting error metrics for specific actions (Walking, Eating, Smoking, etc.) at 560ms and 1000ms prediction horizons. 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 Human Skeleton Motion Prediction | | Dataset (including any stated split) | H3.6M Subject 5 v1 (test) | | Metric | Walking Error (560ms) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Walking Error (560ms)](): Lower is better; unit: SCALAR. - [Walking Error (1000ms)](): Lower is better; unit: SCALAR. - [Eating Error (560ms)](): Lower is better; unit: SCALAR. - [Eating Error (1000ms)](): Lower is better; unit: SCALAR. - [Smoking Error (560ms)](): Lower is better; unit: SCALAR. - [Smoking Error (1000ms)](): Lower is better; unit: SCALAR. - [Discussion Error (560ms)](): Lower is better; unit: SCALAR. - [Discussion Error (1000ms)](): Lower is better; unit: SCALAR. - [Greeting Error (560ms)](): Lower is better; unit: SCALAR. - [Greeting Error (1000ms)](): Lower is better; unit: SCALAR. - [Phoning Error (560ms)](): Lower is better; unit: SCALAR. - [Phoning Error (1000ms)](): Lower is better; unit: SCALAR. - [Posing Error (560ms)](): Lower is better; unit: SCALAR. - [Posing Error (1000ms)](): Lower is better; unit: SCALAR. - [Walking Together Error (560ms)](): Lower is better; unit: SCALAR. - [Walking Together Error (1000ms)](): Lower is better; unit: SCALAR. - [Average Error (560ms)](): Lower is better; unit: SCALAR. - [Average Error (1000ms)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Walking Error (560ms) | Result date | Report paper | | --- | --- | --- | --- | | EqMotion | 43.4 | Not recorded | 68fa6ee81e209131cea42d3c | | SPGSN | 46.9 | Not recorded | 68fa6ee81e209131cea42d3c | | PGBIG | 48.1 | Not recorded | 68fa6ee81e209131cea42d3c | | MSRGCN | 52.7 | Not recorded | 68fa6ee81e209131cea42d3c | | Traj-GCN | 54.1 | Not recorded | 68fa6ee81e209131cea42d3c | | DMGNN | 71.4 | Not recorded | 68fa6ee81e209131cea42d3c | | Res-Sup. | 81.7 | Not recorded | 68fa6ee81e209131cea42d3c | ### EqMotion Walking Error (560ms): 43.4. Result ID: 69906ea73a6c31484900836f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPGSN Walking Error (560ms): 46.9. Result ID: 69906ea73a6c31484900836e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PGBIG Walking Error (560ms): 48.1. Result ID: 69906ea73a6c31484900836d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSRGCN Walking Error (560ms): 52.7. Result ID: 69906ea73a6c31484900836c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Traj-GCN Walking Error (560ms): 54.1. Result ID: 69906ea73a6c31484900836a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMGNN Walking Error (560ms): 71.4. Result ID: 69906ea73a6c31484900836b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Res-Sup. Walking Error (560ms): 81.7. Result ID: 69906ea73a6c314849008369. [Reporting paper]() [Method origin paper]() 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.