TABLE I.
Quantitative Results of Simulation
Method | Metric | Number of 2-D Vectors | |||||||
---|---|---|---|---|---|---|---|---|---|
1K | 2K | 5K | 10K | 20K | 50K | 100K | 200K | ||
CPU [16], [36] |
Time Cost (s/frame) | 0.078 | 0.254 | 0.734 | 2.439 | 6.429 | 27.901 | 121.725 | 446.319 |
GPU Memory (MB) | - | - | - | - | - | - | - | - | |
GPU_H [21] |
Time Cost (s/frame) | 1.059 | 1.076 | 1.122 | 1.264 | 1.684 | 2.832 | 11.213 | 32.622 |
GPU Memory (MB) | 216 | 216 | 216 | 216 | 216 | 218 | 238 | 236 | |
GPU_P [22] |
Time Cost (s/frame) | 1.572 | 1.559 | 1.586 | 1.594 | 1.773 | 2.256 | 3.877 | 7.561 |
GPU Memory (MB) | 216 | 216 | 236 | 256 | 374 | 1174 | 3294 | 10156 | |
Ours | Time Cost (s/frame) | 1.624 | 1.618 | 1.664 | 1.698 | 1.747 | 1.892 | 2.107 | 2.692 |
GPU Memory (MB) | 236 | 236 | 256 | 296 | 374 | 608 | 1004 | 1766 |
The CPU version of mean-shift does not use the GPU, so GPU memory is not available(−).