Table 6.
Performance of visual features on the prediction of popularity for the one_per_user and Personal_collection settings.
One_Per_User | Personal_Collection | ||||
---|---|---|---|---|---|
Features | Views | Interaction | Views | Interaction | |
Low Level | BoVW | 0.132 | 0.142 | 0.2389 | 0.1779 |
Color | 0.093 | 0.104 | 0.2299 | 0.1366 | |
Gist | 0.113 | 0.093 | 0.2562 | 0.1839 | |
LBP | 0.129 | 0.139 | 0.357 | 0.2669 | |
Middle Level | Attribute | 0.212 | 0.212 | 0.3332 | 0.2264 |
Classemes | 0.213 | 0.207 | 0.308 | 0.2206 | |
SentiBank | 0.26 | 0.264 | 0.3839 | 0.2595 | |
Deep Learning | FC7 | 0.242 | 0.276 | 0.4222 | 0.3025 |
FC8 | 0.215 | 0.24 | 0.2142 | 0.1663 | |
Aesthetic | 0.118 | 0.097 | 0.3498 | 0.2569 |