Video Moment Retrieval on Charades-STA
71.26R1@0.5SMORE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SMOREVenue=-2026.01 | 71.26 | 49.81 | — | — | 60.9 | — | — | — | |
| LLaVA-MRVenue=-2026.01 | 70.65 | 49.58 | — | — | 59.78 | — | — | — | |
| SG-DETRVenue=-2026.01 | 70.2 | 49.5 | — | — | 59.1 | — | — | — | |
| InternVideo2-6BVenue=ECCV2026.01 | 70.03 | 48.95 | — | — | — | — | — | — | |
| ChronoVenue=-2026.01 | 69.31 | 49.29 | — | — | 58.63 | — | — | — | |
| EaTRVenue=ICCV2026.01 | 68.47 | 44.92 | — | — | — | — | — | — | |
| InternVideo2-1BVenue=ECCV2026.01 | 68.36 | 45.03 | — | — | — | — | — | — | |
| Object-Centric FrameworkFrame-level branch=true2025.12 | 65.1 | 46.1 | — | — | 56.2 | 75.5 | — | — | |
| Object-Centric FrameworkFrame-level branch=false2025.12 | 64.6 | 44.4 | — | — | 55.7 | 75.1 | — | — | |
| UniMD+SyncVenue=ECCV2026.01 | 63.98 | 44.46 | — | — | — | — | — | — | |
| SnAG2025.12 | 62.9 | 41.9 | — | — | 54.1 | 73.8 | — | — | |
| UnLoc-LVenue=ICCV2026.01 | 60.8 | 38.4 | — | — | — | — | — | — | |
| UnLoc2025.12 | 60.8 | 38.4 | — | — | — | — | — | — | |
| UniVTG2025.12 | 60.2 | 38.6 | — | — | 52.2 | 72.6 | — | — | |
| BAM-DETR2025.12 | 60 | 39.4 | — | — | 52.3 | 72.9 | — | — | |
| R2-Tuning2025.12 | 59.8 | 37 | — | — | 50.9 | 70.9 | — | — | |
| UVCOM2025.12 | 59.3 | 36.6 | — | — | — | — | — | — | |
| CG-DETR2025.12 | 58.4 | 36.3 | — | — | 50.1 | 70.4 | — | — | |
| OursType=OS2026.05 | 58.38 | 33.53 | — | — | — | — | 93.62 | 62.35 | |
| UniVTGVenue=ICCV2026.01 | 58.01 | 35.65 | — | — | 50.1 | — | — | — | |
| QD-DETRCVPR=CVPR2026.01 | 57.31 | 32.55 | — | — | — | — | — | — | |
| QD-DETR2025.12 | 57.3 | 32.6 | — | — | — | — | — | — | |
| MH-DETR2025.12 | 56.4 | 36 | — | — | — | — | — | — | |
| MomentDiffType=FS2026.05 | 53.79 | 30.18 | — | — | — | — | — | — | |
| Moment-DETRVenue=NeurIPS2026.01 | 53.63 | 31.37 | — | — | — | — | — | — | |
| MomentDiffStep=10, Video features=VGG, Text features=Glove2023.07 | 52.36 | 28.08 | 31.75 | 11.01 | — | — | — | — | |
| MomentDiffStep=100, Video features=VGG, Text features=Glove2023.07 | 52.21 | 28.84 | 31.01 | 34.35 | — | — | — | — | |
| MomentDiffStep=50, Video features=VGG, Text features=Glove2023.07 | 51.94 | 28.25 | 31.66 | 20.74 | — | — | — | — | |
| MomentDiffStep=2, Video features=VGG, Text features=Glove2023.07 | 50.81 | 27.84 | 31.27 | 8.23 | — | — | — | — | |
| MomentDETRVideo features=VGG, Text features=Glove2023.07 | 50.54 | 28.01 | 29.87 | 12.42 | — | — | — | — | |
| MomentDiffStep=1, Video features=VGG, Text features=Glove2023.07 | 49.17 | 26.39 | 29.12 | 7.56 | — | — | — | — | |
| Moment-DETRMLLM=false, Setting=FS2026.01 | 48.2 | 25.3 | — | — | 42.3 | 62.1 | — | — | |
| G2LType=FS2026.05 | 47.91 | 28.42 | — | — | — | — | 84.8 | 59.33 | |
| MMNType=FS2026.05 | 47.31 | 27.28 | — | — | — | — | 83.74 | 58.41 | |
| MMNVideo features=VGG, Text features=Glove2023.07 | 46.93 | 27.07 | 31.58 | 53.42 | — | — | — | — | |
| DRNType=FS2026.05 | 45.4 | 26.4 | — | — | — | — | 88.01 | 55.38 | |
| MMRG2025.12 | 44.3 | — | — | — | — | 71.6 | — | — | |
| Huang et al.MLLM=false, Setting=WS2026.01 | 44.2 | 22.1 | — | — | 39.4 | 59.2 | — | — | |
| RaNetType=FS2026.05 | 43.87 | 26.83 | — | — | — | — | 86.67 | 54.22 | |
| TimeChatMLLM=true, Setting=FS2026.01 | 43.8 | 22.7 | — | — | — | — | — | — | |
| 2DTANVideo features=VGG, Text features=Glove2023.07 | 41.34 | 23.91 | 29.26 | 42.18 | — | — | — | — | |
| 2D-TANType=FS2026.05 | 39.81 | 23.25 | — | — | — | — | 79.33 | 52.15 | |
| GranAlignMLLM=true, Setting=ZS2026.01 | 39.6 | 22.7 | — | — | 38 | 59.1 | — | — | |
| LCNetType=WS2026.05 | 39.19 | 18.17 | — | — | — | — | 80.56 | 45.24 | |
| Moment-GPTMLLM=true, Setting=ZS2026.01 | 38.4 | 21.6 | — | — | 36.5 | 58.2 | — | — | |
| VCAType=WS2026.05 | 38.13 | 19.57 | — | — | — | — | 78.75 | 37.75 | |
| CPLMLLM=false, Setting=WS2026.01 | 38.1 | 20.3 | — | — | 37.8 | 56 | — | — | |
| Luo et al.MLLM=true, Setting=ZS2026.01 | 36 | 19.3 | — | — | 34.1 | 53.4 | — | — | |
| CNMType=WS2026.05 | 35.15 | 14.95 | — | — | — | — | — | — | |
| VTimeLLMMLLM=true, Setting=FS2026.01 | 34.3 | 14.7 | — | — | 34.6 | 55.3 | — | — | |
| TimeChatMLLM=true, Setting=ZS2026.01 | 32.2 | 13.4 | — | — | — | — | — | — | |
| ICVCType=WS2026.05 | 31.02 | 16.53 | — | — | — | — | 77.53 | 41.91 | |
| PSVLMLLM=false, Setting=US2026.01 | 30.9 | 14.2 | — | — | 30.9 | 45.2 | — | — | |
| GroundingGPTMLLM=true, Setting=FS2026.01 | 29.6 | 11.9 | — | — | — | — | — | — | |
| WSTANType=WS2026.05 | 29.35 | 12.28 | — | — | — | — | 76.13 | 41.53 | |
| Liu et al.MLLM=false, Setting=US2026.01 | 28.7 | 14.7 | — | — | — | 44.2 | — | — | |
| CTRLType=FS2026.05 | 23.62 | 8.89 | — | — | — | — | 58.92 | 29.52 | |
| LLMEPET2025.12 | — | 36.5 | — | — | 50.3 | 70.9 | — | — |