From: A Grassmann graph embedding framework for gait analysis
 | Methods | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Benchmark | Global | Local | Adaptive | ||||||||||
Score fusion | MSR[44] | SM-CC | SM-Proj | HK-CC | HK-Proj | SM-CC | SM-Proj | HK-CC | HK-Proj | SR-CC | SR-Proj | ||
Unsupervised GGE | Same view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
TR, all angles | 99.59 | 98.39 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |
TT, all angles | |||||||||||||
Mixed view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | |
TR 1, 2, 3, 4, 5 | 100 | 96.37 | 100 | 99.19 | 100 | 99.19 | 100 | 98.79 | 100 | 99.19 | 100 | 99.59 | |
TT 1, 2, 4, 5, 6 | |||||||||||||
TR 2, 3, 4, 6, 8 | 99.19 | 97.58 | 100 | 98.39 | 100 | 98.79 | 100 | 98.79 | 100 | 98.39 | 100 | 99.19 | |
TT 2, 4, 6, 7, 9 | |||||||||||||
TR 1, 3, 4, 6, 8 | 97.58 | 95.96 | 100 | 98.79 | 100 | 99.19 | 100 | 98.39 | 100 | 98.79 | 100 | 99.19 | |
TT 2, 4, 6, 7, 8 | |||||||||||||
TR 2, 3, 4, 5, 6 | 96.77 | 93.14 | 97.98 | 93.95 | 97.98 | 88.71 | 97.98 | 90.73 | 97.98 | 90.32 | 98.39 | 97.58 | |
TT 1, 3, 5, 7, 9 | |||||||||||||
Different view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | |
TR 1, 3, 5, 7 | 71.77 | 95.16 | 99.60 | 74.60 | 99.60 | 74.20 | 99.60 | 68.55 | 98.79 | 71.78 | 99.60 | 75.40 | |
TT 2, 4, 6, 8 | |||||||||||||
TR 2, 4, 6, 9 | 75.40 | 90.72 | 99.19 | 92.74 | 99.19 | 95.16 | 99.19 | 93.55 | 98.79 | 93.55 | 99.19 | 81.05 | |
TT 1, 3, 5, 8 | |||||||||||||
TR 1, 2, 7, 8 | 66.12 | 55.24 | 83.47 | 41.13 | 84.68 | 48.39 | 85.89 | 52.02 | 84.68 | 39.11 | 86.53 | 66.94 | |
TT 3, 4, 5, 6 | |||||||||||||
TR 1, 2, 3, 4, 5 | 20.16 | 39.11 | 66.53 | 29.84 | 68.15 | 25.81 | 66.94 | 28.26 | 66.53 | 29.44 | 66.94 | 29.84 | |
TT 6, 7, 8, 9, 10 | |||||||||||||
TR 1, 2, 3, 4 | 24.59 | 19.75 | 42.34 | 18.95 | 43.15 | 18.55 | 43.55 | 22.58 | 41.13 | 21.77 | 48.39 | 25.81 | |
TT 7, 8, 9, 10 | |||||||||||||
Supervised GGE | Same view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
TR, all angles | 100 | 98.39 | 98.79 | 100 | 98.39 | 100 | 98.79 | 100 | 98.79 | 100 | 98.79 | 100 | |
TT, all angles | |||||||||||||
Mixed view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | |
TR 1, 2, 3, 4, 5 | 100 | 96.37 | 97.58 | 99.19 | 96.37 | 99.19 | 97.58 | 99.19 | 97.18 | 99.19 | 98.39 | 98.39 | |
TT 1, 2, 4, 5, 6 | |||||||||||||
TR 2, 3, 4, 6, 8 | 99.19 | 97.58 | 97.18 | 98.79 | 97.18 | 98.39 | 97.58 | 98.79 | 97.98 | 98.79 | 97.58 | 99.19 | |
TT 2, 4, 6, 7, 9 | |||||||||||||
TR 1, 3, 4, 6, 8 | 97.58 | 95.96 | 95.97 | 98.38 | 95.16 | 98.79 | 95.97 | 98.79 | 95.97 | 97.98 | 97.18 | 98.79 | |
TT 2, 4, 6, 7, 8 | |||||||||||||
TR 2, 3, 4, 5, 6 | 96.77 | 93.14 | 94.76 | 91.94 | 94.76 | 89.11 | 95.16 | 92.34 | 95.16 | 91.53 | 93.95 | 88.71 | |
TT 1, 3, 5, 7, 9 | |||||||||||||
Different view setting | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | |
TR 1, 3, 5, 7 | 71.77 | 95.16 | 93.95 | 71.37 | 93.95 | 72.18 | 93.95 | 70.97 | 93.95 | 62.90 | 94.35 | 55.24 | |
TT 2, 4, 6, 8 | |||||||||||||
TR 2, 4, 6, 9 | 75.40 | 90.72 | 93.15 | 93.15 | 93.15 | 92.74 | 93.55 | 93.55 | 93.55 | 91.94 | 93.95 | 84.27 | |
TT 1, 3, 5, 8 | |||||||||||||
TR 1, 2, 7, 8 | 66.12 | 55.24 | 77.02 | 44.35 | 76.21 | 39.52 | 77.42 | 47.98 | 76.21 | 44.76 | 78.63 | 22.98 | |
TT 3, 4, 5, 6 | |||||||||||||
TR 1, 2, 3, 4, 5 | 20.16 | 39.11 | 58.47 | 18.95 | 57.66 | 16.53 | 59.27 | 25.81 | 58.47 | 27.02 | 59.27 | 19.76 | |
TT 6, 7, 8, 9, 10 | |||||||||||||
TR 1, 2, 3, 4 | 24.59 | 19.75 | 37.10 | 11.29 | 37.50 | 11.69 | 38.31 | 13.71 | 37.50 | 10.89 | 42.34 | 13.31 | |
TT 7, 8, 9, 10 |