Table 3.
Kind | Feature | Like | Comment | Engagement |
---|---|---|---|---|
Face features | Number of faces | 0.003 | 0.005 | 0.003 |
Closeup | −0.005 | 0.011 * | −0.005 | |
Face ratio | −0.006 | 0.010 * | −0.006 | |
Age | 0.008 * | −0.001 | 0.008 * | |
Female | −0.001 | 0.014 * | 0.000 | |
Anger | −0.001 | −0.005 | −0.001 | |
Contempt | 0.004 | 0.004 | 0.004 | |
Disgust | 0.001 | 0.008 * | 0.002 | |
Fear | 0.000 | −0.002 | 0.000 | |
Happiness | −0.005 | 0.008 * | −0.005 | |
Sadness | −0.002 | 0.007 * | −0.002 | |
Surprise | 0.002 | 0.002 | 0.002 | |
Neutral | 0.021 * | 0.010 * | 0.021 * | |
OCR feature | Number of words | 0.011 * | 0.035 * | 0.012 * |
Pixel features | Red mean | 0.024 * | 0.021 * | 0.025 * |
Red var | −0.004 | −0.013 * | −0.004 | |
Green mean | 0.028 * | 0.023 * | 0.028 * | |
Green var | 0.001 | −0.011 * | 0.000 | |
Blue mean | 0.027 * | 0.025 * | 0.028 * | |
Blue var | 0.008 * | −0.009 * | 0.008 * | |
Saturation mean | −0.028 * | −0.030 * | −0.028 * | |
Saturation var | −0.007 * | −0.025 * | −0.008 * | |
Value mean | 0.020 * | 0.018 * | 0.020 * | |
Value var | −0.001 | −0.007 * | −0.001 | |
Red share | −0.010 * | −0.004 | −0.010 * | |
Orange share | −0.021 * | −0.010 * | −0.021 * | |
Yellow share | −0.014 * | −0.011 * | −0.014 * | |
Green share | −0.020 * | −0.023 * | −0.021 * | |
Blue share | −0.012 * | −0.008 * | −0.012 * | |
Violet share | - | - | - | |
Share of warm colors | −0.025 * | −0.014 * | −0.025 * | |
Share of cold colors | −0.023 * | −0.021 * | −0.023 * | |
Hue peaks | −0.003 | −0.015 * | −0.003 | |
Pleasure | 0.013 * | 0.010 * | 0.013 * | |
Arousal | −0.030 * | −0.031 * | −0.031 * | |
Dominance | −0.026 * | −0.025 * | −0.026 * | |
Visual features | Brightness | 0.027 * | 0.024 * | 0.028 * |
Colorfulness | −0.022 * | −0.028 * | −0.022 * | |
Naturalness | 0.000 | −0.009 * | 0.000 | |
Contrast | 0.006 | −0.004 | 0.006 | |
RGB Contrast | 0.001 | −0.010 * | 0.001 | |
Sharpness | −0.005 | 0.020 * | −0.005 | |
Color diversity | 0.008 * | −0.021 * | 0.007 * | |
Color harmony | 0.011 * | −0.004 | 0.011 * |
* p < 0.05.