Advances, Systems and Applications
Table 2 The table presents an evaluation of the accuracy of various frame sequences when both resolutions and selected frames are simultaneously lowered. This reduction mitigates computational complexity. Reducing resolutions and frames simultaneously does not result in a significant decrease in accuracy diversity
No. Selected frames | UCF sport | YouTube (UCF11) | UCF50 | ||||||
|---|---|---|---|---|---|---|---|---|---|
Resolution | Accuracy | Computational complexity | Resolution | Accuracy | Computational complexity | Resolution | Accuracy | Computational complexity | |
One of two frames | 100% | 97.84% | High | 100% | 98.90% | High | 100% | 97.75% | High |
One of three frames | 90% | 97.70% | High | 90% | 98.81% | High | 90% | 97.70% | High |
One of four frames | 80% | 97.43% | Moderate | 80% | 98.73% | Moderate | 80% | 97.65% | Moderate |
One of five frames | 70% | 97.03% | Moderate | 70% | 98.65% | Moderate | 70% | 97.61% | Moderate |
One of six frames | 60% | 96.90% | Moderate | 60% | 98.42% | Moderate | 60% | 97.57% | Moderate |
One of seven frames | 50% | 96.81% | Low | 50% | 98.38% | Low | 50% | 97.50% | Low |
One of eight frames | 40% | 96.55% | Low | 40% | 98.29% | Low | 40% | 97.40% | Low |
One of nine frames | 30% | 96.50% | Low | 30% | 98.19% | Low | 30% | 97.25% | Low |
One of ten frames | 20% | 96.44% | Low | 20% | 98.08% | Low | 20% | 97.11% | Low |