s444498/wko_anime-face-similarity
2
0
Fork 0
Code Issues Pull Requests Projects Releases Wiki Activity

Fixes #8

Merged
s444409 merged 9 commits from flipping into pretty-results 2023-02-01 22:14:44 +01:00
Conversation 0 Commits 9 Files Changed 10 +19 -10
1 changed files with 19 additions and 10 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files
Showing only changes of commit f2bbd02259 - Show all commits

27
main.py
View File

@ -59,12 +59,12 @@ def transfer_to_anime(img: np.ndarray):
return cv2.cvtColor(model_out, cv2.COLOR_BGR2RGB) return cv2.cvtColor(model_out, cv2.COLOR_BGR2RGB)
def validate(test_set, anime_faces_set, metric='correlation'): def validate(test_set, anime_faces_set, metric='correlation', top_n=1):
all_entries = len(test_set['values']) all_entries = len(test_set['values'])
correct = 0 correct = 0
for test_image, test_label in zip(test_set['values'], test_set['labels']): for test_image, test_label in zip(test_set['values'], test_set['labels']):
output = get_top_results(compare_with_anime_characters(test_image, anime_faces_set), metric)[0]['name'] output = get_top_results(compare_with_anime_characters(test_image, anime_faces_set), metric, top_n)
if output == test_label: if any(map(lambda single_result: single_result['name'] == test_label, output)):
correct += 1 correct += 1
accuracy = correct / all_entries accuracy = correct / all_entries
@ -72,6 +72,15 @@ def validate(test_set, anime_faces_set, metric='correlation'):
return accuracy return accuracy
def validate_all(test_set, anime_faces_set, metric='correlation', top_n=1):
validate(test_set, anime_faces_set, 'structural-similarity', top_n)
validate(test_set, anime_faces_set, 'euclidean-distance', top_n)
validate(test_set, anime_faces_set, 'chi-square', top_n)
validate(test_set, anime_faces_set, 'correlation', top_n)
validate(test_set, anime_faces_set, 'intersection', top_n)
validate(test_set, anime_faces_set, 'bhattacharyya-distance', top_n)
if __name__ == '__main__': if __name__ == '__main__':
parser = argparse.ArgumentParser() parser = argparse.ArgumentParser()
parser.add_argument('-v', '--validate_only') parser.add_argument('-v', '--validate_only')
@ -81,12 +90,12 @@ if __name__ == '__main__':
if args.validate_only: if args.validate_only:
print('Validating') print('Validating')
test_set = load_data('test_set') test_set = load_data('test_set')
validate(test_set, anime_faces_set, 'structural-similarity') print('Top 1 matches results:')
validate(test_set, anime_faces_set, 'euclidean-distance') validate_all(test_set, anime_faces_set, 'structural-similarity', 1)
validate(test_set, anime_faces_set, 'chi-square') print('Top 3 matches results:')
validate(test_set, anime_faces_set, 'correlation') validate_all(test_set, anime_faces_set, 'structural-similarity', 3)
validate(test_set, anime_faces_set, 'intersection') print('Top 5 matches results:')
validate(test_set, anime_faces_set, 'bhattacharyya-distance') validate_all(test_set, anime_faces_set, 'structural-similarity', 5)
exit(0) exit(0)
source = load_source('UAM-Andre.jpg') source = load_source('UAM-Andre.jpg')