Motion-to-text retrieval on KIT-ML
55.11R@1SPL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SPLNoise=true2026.02 | 55.11 | 75.28 | 86.36 | 93.18 | 97.44 | — | |
| OursProtocol=Small batches2024.05 | 54.54 | 72.15 | 79.68 | 89.35 | 96.11 | 1.31 | |
| LaMPNoise=false2026.02 | 54 | 75.3 | 84.4 | 92.2 | 97.6 | — | |
| Ours (scratch)Protocol=Small batches2024.05 | 53.12 | 70.31 | 79.4 | 89.34 | 95.59 | 1.33 | |
| ReAlignNoise=true2026.02 | 52.98 | 72.87 | 84.38 | 92.61 | 96.87 | — | |
| TMRProtocol=Small batches2024.05 | 51.21 | 69.53 | 78.64 | 89 | 95.31 | 1.5 | |
| TMRNoise=false2026.02 | 50.12 | 67.12 | 76.88 | 88.88 | 94.75 | — | |
| TEMOSProtocol=Small batches2024.05 | 41.88 | 55.88 | 65.62 | 75.25 | 85.75 | 2.25 | |
| T2MOSNoise=false2026.02 | 41.88 | 55.88 | 65.62 | 75.25 | 85.75 | — | |
| T2M+Protocol=Small batches2024.05 | 39.75 | 62.75 | 73.62 | 86.88 | 95.88 | 1.95 | |
| T2MNoise=false2026.02 | 39.75 | 62.75 | 73.62 | 86.88 | 95.88 | — | |
| Ours-LVenue=Proposed, Backbone=ViT-Large, RoBERTa-Large, LLM Augmentation=false2026.03 | 16.02 | 17.71 | 28.8 | 38.8 | 51.33 | 9 | |
| MoPatch-LBackbone=Large, LLM Augmentation=false2026.03 | 15.9 | 18.92 | 28.92 | 38.07 | 50.6 | 11 | |
| Lyu et al.Venue=ICLR’25, LLM Augmentation=false2026.03 | 15.01 | 19.47 | 30.06 | 35.63 | 47.53 | 10.5 | |
| SGAR-LBackbone=Large, LLM Augmentation=true2026.03 | 14.58 | 16.87 | 25.9 | 36.02 | 49.76 | 11 | |
| SGARVenue=NeurIPS’25, LLM Augmentation=true2026.03 | 14.46 | — | 25.54 | 35.54 | 48.31 | 11 | |
| OursVenue=Proposed, LLM Augmentation=false2026.03 | 14.46 | 16.75 | 25.78 | 35.06 | 49.64 | 11 | |
| MoPatchVenue=CVPR’24, LLM Augmentation=false2026.03 | 14.22 | 16.27 | 26.14 | 34.7 | 47.23 | 11 | |
| OursProtocol=All2024.05 | 13.61 | 17.26 | 27.54 | 33.33 | 44.77 | 13 | |
| CARVenue=ECCV’24, LLM Augmentation=false2026.03 | 13.01 | 14.69 | 24.93 | 32.53 | 46.74 | 14 | |
| Ours (scratch)Protocol=All2024.05 | 12.13 | 14.83 | 22.54 | 30.83 | 40.12 | 15 | |
| TMRProtocol=All2024.05 | 11.83 | 13.74 | 22.14 | 29.39 | 38.55 | 16 | |
| TMRVenue=ICCV’23, LLM Augmentation=false2026.03 | 11.83 | — | 22.14 | 29.39 | 38.55 | 16 | |
| TEMOSProtocol=All2024.05 | 11.69 | 15.3 | 20.12 | 26.63 | 36.39 | 26.5 | |
| T2M+Protocol=All2024.05 | 4.94 | 6.51 | 10.72 | 16.14 | 25.3 | 28.5 |