From: Fish species classification using a collaborative technique of firefly algorithm and neural network
Number of Images | Precision | Recall | F-measure | Accuracy (%) | Execution Time (s) | |||||
---|---|---|---|---|---|---|---|---|---|---|
UWIE | UWIE + FFA | UWIE | UWIE + FFA | UWIE | UWIE + FFA | UWIE | UWIE + FFA | UWIE | UWIE + FFA | |
10 | 0.74 | 0.76 | 0.69 | 0.71 | 0.714 | 0.734 | 97.242 | 98.188 | 1.954 | 2.234 |
20 | 0.76 | 0.78 | 0.71 | 0.73 | 0.734 | 0.754 | 97.348 | 98.394 | 2.018 | 2.415 |
50 | 0.78 | 0.79 | 0.72 | 0.74 | 0.749 | 0.764 | 97.486 | 98.495 | 2.114 | 2.546 |
100 | 0.82 | 0.83 | 0.73 | 0.75 | 0.772 | 0.788 | 97.846 | 98.592 | 2.175 | 3.014 |
200 | 0.84 | 0.85 | 0.75 | 0.79 | 0.792 | 0.819 | 97.974 | 98.994 | 2.354 | 3.345 |
500 | 0.87 | 0.89 | 0.78 | 0.8 | 0.823 | 0.843 | 98.214 | 99.187 | 2.548 | 3.784 |
1000 | 0.91 | 0.91 | 0.82 | 0.85 | 0.863 | 0.879 | 98.248 | 99.257 | 2.842 | 3.958 |
1500 | 0.92 | 0.94 | 0.87 | 0.91 | 0.894 | 0.925 | 98.485 | 99.348 | 3.013 | 4.162 |
2000 | 0.93 | 0.95 | 0.89 | 0.95 | 0.910 | 0.950 | 98.584 | 99.445 | 3.242 | 4.586 |
5000 | 0.94 | 0.96 | 0.91 | 0.97 | 0.925 | 0.965 | 98.745 | 99.574 | 3.674 | 4.887 |
10,000 | 0.95 | 0.97 | 0.93 | 0.98 | 0.940 | 0.975 | 98.845 | 99.618 | 3.975 | 5.174 |