Highlight Detection on TVSum (test)
92VT (Top-5 mAP)UniVTG
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniVTGPre-training=true2024.12 | 92 | 77.8 | 89.8 | 83.8 | 82.2 | 85.8 | 74.3 | 91.8 | 90.5 | 77.6 | 84.6 | |
| VIDEOLIGHTS-PTPre-training=true2024.12 | 91.8 | 95 | 85.3 | 88.6 | 89.6 | 86.7 | 76.7 | 94 | 88.5 | 78.6 | 87.9 | |
| VIDEOLIGHTS-B-PTPre-training=true2024.12 | 91.4 | 88.2 | 93 | 95.2 | 87.2 | 89.1 | 76.1 | 95.1 | 88.6 | 81.3 | 88.52 | |
| VIDEOLIGHTS-B2024.12 | 91.3 | 92.5 | 93.3 | 84.3 | 84 | 85.3 | 77.3 | 92.7 | 88.2 | 81.6 | 87.75 | |
| VIDEOLIGHTSVisual Features=I3D2024.12 | 89.8 | 88.7 | 95 | 88 | 83.6 | 90.1 | 79.4 | 94.2 | 88.6 | 81.2 | 87.9 | |
| TR-DETRVisual Features=I3D2024.12 | 89.3 | 93 | 94.3 | 85.1 | 88 | 88.6 | 80.4 | 91.3 | 89.5 | 81.6 | 88.1 | |
| VIDEOLIGHTS2024.12 | 89.1 | 92.7 | 92.3 | 86.7 | 89.8 | 88.9 | 78.5 | 94 | 94.8 | 87.4 | 87.8 | |
| QD-DETRVisual Features=I3D2024.12 | 88.2 | 87.4 | 85.6 | 85 | 85.8 | 86.9 | 76.4 | 91.3 | 89.2 | 73.7 | 85 | |
| UVCOMVisual Features=I3D2024.12 | 87.6 | 91.6 | 91.4 | 86.7 | 86.9 | 86.9 | 76.9 | 92.3 | 87.4 | 75.6 | 86.3 | |
| UMTAudio Modality=true, Visual Features=I3D2024.12 | 87.5 | 81.5 | 81.5 | 81.5 | 81.4 | 87 | 76 | 86.9 | 84.4 | 79.6 | 83.1 | |
| SL-ModuleVisual Features=I3D2024.12 | 86.5 | 68.7 | 74.9 | 86.2 | 79 | 63.2 | 58.9 | 72.6 | 78.9 | 64 | 73.3 | |
| MH-DETR2024.12 | 86.1 | 79.4 | 84.3 | 85.8 | 81.2 | 83.9 | 74.3 | 82.7 | 86.5 | 71.6 | 81.6 | |
| UniVTG2024.12 | 83.9 | 85.1 | 89 | 80.1 | 84.6 | 81.4 | 70.9 | 91.7 | 73.5 | 69.3 | 81 | |
| TrailerVisual Features=I3D2024.12 | 61.3 | 54.6 | 65.7 | 60.8 | 59.1 | 70.1 | 58.2 | 64.7 | 65.6 | 68.1 | 62.8 | |
| LIM-SVisual Features=I3D2024.12 | 55.9 | 42.9 | 61.2 | 54 | 60.3 | 47.5 | 43.2 | 66.3 | 69.1 | 62.6 | 56.3 | |
| SGVisual Features=I3D2024.12 | 42.3 | 47.2 | 47.5 | 48.9 | 45.6 | 47.3 | 46.4 | 41.7 | 48.3 | 46.6 | 46.2 | |
| SLSTMVisual Features=I3D2024.12 | 41.1 | 46.2 | 46.3 | 47.7 | 44.8 | 46.1 | 45.2 | 40.6 | 47.1 | 45.5 | 45.1 |