Text-to-motion retrieval on KIT-ML
53.55R@1Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OursProtocol=Small batches2024.05 | 53.55 | 71.3 | 79.82 | 88.92 | 96.29 | 1.36 | |
| SPLNoise=true2026.02 | 53.27 | 73.58 | 84.52 | 93.18 | 97.73 | — | |
| ReAlignNoise=true2026.02 | 52.84 | 71.66 | 82.96 | 91.19 | 97.59 | — | |
| LaMPNoise=false2026.02 | 52.5 | 74.8 | 84.7 | 92.7 | 97.6 | — | |
| Ours (scratch)Protocol=Small batches2024.05 | 51.13 | 70.15 | 78.96 | 88.06 | 95.74 | 1.43 | |
| TMRProtocol=Small batches2024.05 | 50 | 69.14 | 78.02 | 87.97 | 94.87 | 1.5 | |
| TMRNoise=false2026.02 | 49.25 | 69.75 | 78.25 | 87.88 | 95 | — | |
| TEMOSProtocol=Small batches2024.05 | 43.88 | 58.25 | 67 | 74 | 84.75 | 2.06 | |
| T2MOSNoise=false2026.02 | 43.88 | 58.25 | 67 | 74 | 84.75 | — | |
| T2M+Protocol=Small batches2024.05 | 42.25 | 62.62 | 75.12 | 87.5 | 96.12 | 1.88 | |
| T2MNoise=false2026.02 | 42.25 | 62.62 | 75.12 | 87.5 | 96.12 | — | |
| MoPatchVenue=CVPR’24, LLM Augmentation=false2026.03 | 16.75 | 23.86 | 30.6 | 41.33 | 55.78 | 8 | |
| SGARVenue=NeurIPS’25, LLM Augmentation=true2026.03 | 16.75 | — | 30.48 | 40 | 53.61 | 9 | |
| SGAR-LBackbone=Large, LLM Augmentation=true2026.03 | 16.39 | 23.01 | 30.36 | 39.88 | 54.7 | 8 | |
| Ours-LVenue=Proposed, Backbone=ViT-Large, RoBERTa-Large, LLM Augmentation=false2026.03 | 16.27 | 22.77 | 30.6 | 42.65 | 56.39 | 8 | |
| Lyu et al.Venue=ICLR’25, LLM Augmentation=false2026.03 | 15.13 | 23.74 | 31.61 | 36.81 | 54.12 | 8 | |
| OursProtocol=All2024.05 | 14.02 | 21.08 | 28.91 | 34.1 | 50 | 10.5 | |
| CARVenue=ECCV’24, LLM Augmentation=false2026.03 | 13.87 | 19.63 | 25.78 | 37.22 | 53.01 | 11 | |
| OursVenue=Proposed, LLM Augmentation=false2026.03 | 13.86 | 23.01 | 32.29 | 43.37 | 59.28 | 7 | |
| MoPatch-LBackbone=Large, LLM Augmentation=false2026.03 | 12.53 | 20.72 | 31.08 | 42.89 | 58.31 | 8 | |
| Ours (scratch)Protocol=All2024.05 | 10.41 | 17.01 | 24.43 | 31.55 | 46.5 | 13 | |
| TMRProtocol=All2024.05 | 10.05 | 13.87 | 20.74 | 30.03 | 44.66 | 14 | |
| TMRVenue=ICCV’23, LLM Augmentation=false2026.03 | 10.05 | — | 20.74 | 30.03 | 44.66 | 14 | |
| TEMOSProtocol=All2024.05 | 7.11 | 13.25 | 17.59 | 24.1 | 35.66 | 24 | |
| T2M+Protocol=All2024.05 | 3.37 | 6.99 | 10.84 | 16.87 | 27.71 | 28 |