# Long-term Motion Prediction on H3.6M Smoking Source: [Long-term Motion Prediction on H3.6M Smoking]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:25.754Z Evaluation of model performance on predicting future human motion sequences using the 'Smoking activity' subset of the Human3.6M dataset, assessed by Mean Absolute Error (MAE) at specific future time steps (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 Smoking | | 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)](): Lower is better; unit: SCALAR. - [MAE (560ms)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE (1000ms) | Result date | Report paper | | --- | --- | --- | --- | | BiHMP-GAN | 1.11 | Not recorded | 68fa66771e209131cea10503 | | Sym-GNN | 1.18 | Not recorded | 68fa66771e209131cea10503 | | AGED | 1.21 | Not recorded | 68fa66771e209131cea10503 | | Skel-TNet | 1.21 | Not recorded | 68fa66771e209131cea10503 | | Res-sup. | 1.5 | Not recorded | 68fa66771e209131cea10503 | | CSM | 1.62 | Not recorded | 68fa66771e209131cea10503 | | TP-RNN | 1.66 | Not recorded | 68fa66771e209131cea10503 | | ZeroV | 1.69 | Not recorded | 68fa66771e209131cea10503 | | DropAE | 1.77 | Not recorded | 68fa66771e209131cea10503 | | SRNN | 3.23 | Not recorded | 68fa66771e209131cea10503 | | Lstm3LR | 3.42 | Not recorded | 68fa66771e209131cea10503 | | ERD | 3.82 | Not recorded | 68fa66771e209131cea10503 | ### BiHMP-GAN MAE (1000ms): 1.11. Result ID: 698cf17e8b517eb4331de016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sym-GNN MAE (1000ms): 1.18. Result ID: 698cf17e8b517eb4331de018. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGED MAE (1000ms): 1.21. Result ID: 698cf17e8b517eb4331de015. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Skel-TNet MAE (1000ms): 1.21. Result ID: 698cf17e8b517eb4331de017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Res-sup. MAE (1000ms): 1.5. Result ID: 698cf17e8b517eb4331de012. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSM MAE (1000ms): 1.62. Result ID: 698cf17e8b517eb4331de013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TP-RNN MAE (1000ms): 1.66. Result ID: 698cf17e8b517eb4331de014. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZeroV MAE (1000ms): 1.69. Result ID: 698cf17e8b517eb4331de00d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DropAE MAE (1000ms): 1.77. Result ID: 698cf17e8b517eb4331de011. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SRNN MAE (1000ms): 3.23. Result ID: 698cf17e8b517eb4331de010. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Lstm3LR MAE (1000ms): 3.42. Result ID: 698cf17e8b517eb4331de00f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERD MAE (1000ms): 3.82. Result ID: 698cf17e8b517eb4331de00e. [Reporting paper]() [Method origin paper]() [Implementation]() 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.