表 4. Spearman rank correlation coefficients (%) of comparison results with representative multimodal fusion methods.
与代表性多模态融合方法对比的斯皮尔曼等级相关系数(%)
| 融合方法 | 融合模态 | PD4T | PRAXIS | ||||||||
| RGB | 光流模态 | 骨骼模态 | Finger | Hand | Avg. | CAI | APC | Avg. | |||
| 特征拼接 | √ | √ | √ | 43.01 | 61.68 | 52.35 | 44.17 | 79.08 | 61.63 | ||
| 特征相加 | √ | √ | √ | 49.63 | 54.59 | 52.11 | 42.67 | 77.81 | 60.24 | ||
| 特征相乘 | √ | √ | √ | 53.46 | 58.77 | 56.12 | 44.13 | 79.13 | 61.63 | ||
| CMBS[26] | √ | √ | 58.45 | 56.46 | 57.46 | 35.41 | 76.77 | 56.09 | |||
| CMBS[26] | √ | √ | 48.77 | 57.82 | 53.30 | 30.86 | 76.87 | 53.87 | |||
| MSAF[27] | √ | √ | √ | 53.50 | 62.59 | 58.05 | 40.31 | 75.62 | 57.97 | ||
| UMT[28] | √ | √ | √ | 46.17 | 61.59 | 53.88 | 41.75 | 74.00 | 57.88 | ||
| PAMFN[29] | √ | √ | √ | 57.65 | 60.82 | 59.24 | 43.97 | 81.68 | 62.83 | ||
| 本文方法 | √ | √ | √ | 58.61 | 64.34 | 61.48 | 44.56 | 81.81 | 63.19 | ||