Temporal Language Grounding on TVSum
88.73VTDemaFormer
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DemaFormer2023.12 | 88.73 | 85.15 | 92.11 | 88.82 | 82.2 | 89.18 | 80.36 | 89.06 | 98.98 | 85.24 | 87.92 | |
| READ#params (M)=0.14 (0.05%)2023.12 | 88.3 | 85.15 | 89.76 | 75.8 | 86.69 | 86.62 | 74.99 | 82.38 | 84.65 | 79.6 | 83.39 | |
| UMT2023.12 | 87.54 | 81.51 | 88.21 | 78.83 | 81.42 | 87.04 | 75.98 | 86.93 | 79.64 | 83.14 | 83.02 | |
| DL-VHD2023.12 | 86.51 | 68.74 | 74.93 | 86.22 | 79.02 | 63.21 | 58.92 | 72.63 | 78.93 | 64.04 | 73.32 | |
| TCG2023.12 | 84.96 | 71.43 | 81.92 | 78.61 | 80.18 | 75.52 | 71.61 | 77.34 | 78.57 | 68.13 | 76.83 | |
| Full#params (M)=285.28 (100%)2023.12 | 84.17 | 81.5 | 88.2 | 71.54 | 81.4 | 84.31 | 72.3 | 76.53 | 78.86 | 77.7 | 79.65 | |
| Joint-VA2023.12 | 83.73 | 57.32 | 78.54 | 86.08 | 80.1 | 69.23 | 70.03 | 73.03 | 97.44 | 67.51 | 76.3 | |
| MINI-Net2023.12 | 80.64 | 68.31 | 78.16 | 81.83 | 78.11 | 65.82 | 57.84 | 74.99 | 80.22 | 65.49 | 73.14 | |
| Adapter#params (M)=13.29 (4.66%)2023.12 | 78.46 | 76.38 | 77.36 | 67.12 | 80.33 | 82.51 | 67.77 | 71.71 | 69.58 | 71.24 | 74.25 | |
| LoRA#params (M)=13.28 (4.66%)2023.12 | 77.87 | 77.01 | 77.82 | 66.38 | 80.21 | 82.23 | 66.89 | 72.31 | 69.58 | 72.09 | 74.24 | |
| Prompt#params (M)=0.02 (0.007%)2023.12 | 61.67 | 71.98 | 64.07 | 35.54 | 72.74 | 48.7 | 52.97 | 67.59 | 57.28 | 38.6 | 57.11 | |
| Proj#params (M)=5e-4 (1.75e-4%)2023.12 | 57.65 | 65.8 | 64.4 | 55.57 | 64.67 | 67.07 | 59.08 | 74.7 | 63.29 | 49.48 | 62.17 | |
| Partial#params (M)=38.75 (13.58%)2023.12 | 57.27 | 62.57 | 58.08 | 52.35 | 61.58 | 63.94 | 50.82 | 62.36 | 58.05 | 47.79 | 57.48 | |
| LIM-S2023.12 | 55.92 | 42.92 | 61.21 | 53.99 | 60.36 | 47.5 | 43.24 | 66.31 | 69.14 | 62.63 | 56.32 | |
| Bias#params (M)=0.25 (0.09%)2023.12 | 38.08 | 69.62 | 60.87 | 31.25 | 68.84 | 51.71 | 50.72 | 65.38 | 54.42 | 59.05 | 54.99 |