TABLE 7. Effect of Feature Dimensionality Reduction on Bleeding Frame Detection Performance.
Reduction | Feature Dim. | Sen. (%) | Spe. (%) | Accu. (%) |
---|---|---|---|---|
Without | 4096 | 98.03% | 99.58% | 99.28% |
With | 2048 | 97.79% | 99.52% | 99.23% |
1024 | 97.40% | 99.48% | 99.06% | |
512 | 97.65% | 99.58% | 99.19% | |
256 | 97.57% | 99.57% | 99.19% | |
128 | 97.70% | 99.63% | 99.23% | |
64 | 97.83% | 99.58% | 99.23% | |
32 | 97.57% | 99.58% | 99.19% | |
16 | 97.85% | 99.47% | 99.15% | |
8 | 97.13% | 99.26% | 98.81% | |
4 | 91.60% | 98.11% | 96.89% |