Table 1 Analysis of different image collection sampling methods for different categories of user preferences (using coco dataset) (BEST: BOLD)
From: Image embedding and user multi-preference modeling for data collection sampling
User Preference(s) | Method | PI -METRIC | ||
|---|---|---|---|---|
M=500 | M=1000 | M=1500 | ||
Animal | RICS | 5516.11 | 7519.41 | 8321.48 |
Random | 5341.94 | 7400.07 | 8247.13 | |
Indoor | RICS | 6813.07 | 8857.62 | 9619.54 |
Random | 6511.50 | 8608.57 | 9354.77 | |
Furniture | RICS | 6485.41 | 8527.52 | 9266.70 |
Random | 6141.91 | 8337.55 | 9063.85 | |
Person | RICS | 6841.81 | 9057.34 | 9752.64 |
Random | 6616.65 | 8917.81 | 9626.77 | |
Animal, | RICS | 6193.87 | 8367.34 | 9112.09 |
furniture | Random | 5970.34 | 8256.54 | 9057.631 |