Introduction
Related works
Methods
Input data
Artist ID | A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | Total |
---|---|---|---|---|---|---|---|---|---|
#of images | 181 | 166 | 126 | 181 | 169 | 176 | 149 | 182 | 1330 |
Artist ID | A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | Total |
---|---|---|---|---|---|---|---|---|---|
#of images | 206 | 142 | 200 | 143 | 161 | 205 | 191 | 169 | 1417 |
CNN architecture for comic classification
Feature visualization
Results and discussion
Comic artist classification
Entire page input format
Artist ID | A1 | A2 | A3 | A4 | |
---|---|---|---|---|---|
Precision | 0.86 | 0.79 | 0.96 | 0.75 | |
Recall | 0.83 | 0.74 | 0.92 | 0.82 | |
F1 score | 0.85 | 0.77 | 0.94 | 0.79 |
Artist ID | A5 | A6 | A7 | A8 | Total |
---|---|---|---|---|---|
Precision | 0.84 | 0.88 | 0.82 | 0.80 | 0.84 |
Recall | 0.76 | 0.84 | 0.87 | 0.86 | 0.83 |
F1 score | 0.80 | 0.86 | 0.84 | 0.83 | 0.84 |
Panel input format
Artist ID | A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | Total |
---|---|---|---|---|---|---|---|---|---|
Precision | 0.58 | 0.48 | 0.86 | 0.35 | 0.32 | 0.45 | 0.52 | 0.44 | 0.50 |
Recall | 0.62 | 0.20 | 0.96 | 0.37 | 0.31 | 0.38 | 0.67 | 0.34 | 0.48 |
F1 score | 0.60 | 0.29 | 0.91 | 0.36 | 0.32 | 0.41 | 0.59 | 0.38 | 0.48 |