Temporal Language Grounding on YouTube Highlights
71.94Dog ScoreDemaFormer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DemaFormer2023.12 | 71.94 | 77.61 | 86.05 | 78.92 | 74.08 | 83.82 | 77.93 | |
| DL-VHD2023.12 | 70.78 | 53.24 | 77.16 | 72.46 | 66.14 | 76.19 | 69.26 | |
| READ#params (M)=0.16 (0.06%)2023.12 | 67.65 | 78.05 | 83.25 | 72.4 | 72.98 | 82.36 | 76.12 | |
| Full#params (M)=283.97 (100%)2023.12 | 65.9 | 75.2 | 82.2 | 71.8 | 72.3 | 81.15 | 74.76 | |
| UMT2023.12 | 65.87 | 75.17 | 81.59 | 71.78 | 72.26 | 82.66 | 74.92 | |
| Joint-VA2023.12 | 64.48 | 71.92 | 80.78 | 61.99 | 73.23 | 78.26 | 71.77 | |
| Adapter#params (M)=13.11 (4.62%)2023.12 | 62.89 | 67.09 | 74.56 | 62.56 | 68.1 | 78.73 | 68.98 | |
| LoRA#params (M)=13.12 (4.62%)2023.12 | 60.97 | 67.68 | 72.53 | 66.62 | 71.24 | 79.15 | 69.7 | |
| MINI-Net2023.12 | 58.24 | 61.68 | 70.2 | 72.18 | 58.68 | 65.06 | 64.43 | |
| LIM-S2023.12 | 57.9 | 41.67 | 66.96 | 57.78 | 48.57 | 65.08 | 56.38 | |
| Proj#params (M)=5e-4 (1.76e-4%)2023.12 | 57.05 | 65.7 | 63.03 | 71.83 | 65.45 | 79.71 | 67.13 | |
| TCG2023.12 | 55.41 | 62.69 | 70.86 | 69.11 | 60.08 | 59.79 | 63.02 | |
| Partial#params (M)=38.75 (13.65%)2023.12 | 48.28 | 63.26 | 59.71 | 32.66 | 64.58 | 56.22 | 54.12 | |
| Prompt#params (M)=0.02 (0.01%)2023.12 | 48.28 | 63.26 | 59.71 | 35.67 | 35.67 | 64.61 | 46.87 | |
| Bias#params (M)=0.51 (0.18%)2023.12 | 46.23 | 61.19 | 56.73 | 31.36 | 61.14 | 49.77 | 51.07 |