[M] Move non-api scripts to experiment\

This commit is contained in:
wuliaozhiji
2022-03-24 23:30:57 -04:00
parent 9396d5a83d
commit 48226fd7f7
7 changed files with 1 additions and 7 deletions
+60
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import json
if __name__ == '__main__':
with open('C:\Workspace\EECS 6414\Datasets\CN-Celeb_flac\id_labels.json', 'r', encoding='UTF-8') as f:
labels = json.load(f)
with open('C:\Workspace\EECS 6414\Datasets\CN-Celeb_flac\ina_pf_map.json', 'r', encoding='UTF-8') as f:
pf = json.load(f)
correct_f = []
correct_m = []
incorrect_f = []
incorrect_m = []
for k in labels:
if k not in pf:
print(f'Skipped {k}')
continue
if labels[k] == 'f':
if pf[k] > 0.5:
correct_f += k
else:
incorrect_f += k
if labels[k] == 'm':
if pf[k] < 0.5:
correct_m += k
else:
incorrect_m += k
print('Done Reading\n')
tp = len(correct_f)
tn = len(correct_m)
fp = len(incorrect_f)
fn = len(incorrect_m)
print('True Positive (F classified as F):', tp)
print('True Negative (M classified as M):', tn)
print('False Positive (F classified as M):', fp)
print('False Negative (M classified as F):', fn)
acc = (tp + tn) / (tp + tn + fp + fn)
precision_f = tp / (tp + fp)
recall_f = tp / (tp + fn)
precision_m = tn / (tn + fn)
recall_m = tn / (tn + fp)
print('Accuracy:', acc)
print('Precision F:', precision_f)
print('Recall F:', recall_f)
print('Precision M:', precision_m)
print('Recall M:', recall_m)
print('F wrongly classified as M:', fp / (tp + fp))
print('M wrongly classified as F:', fn / (tn + fn))