Spaces:
Runtime error
Runtime error
File size: 1,543 Bytes
060b7a0 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 |
#!/usr/bin/env python
import os
import os.path as osp
import argparse
import cv2
import numpy as np
import onnxruntime
from scrfd import SCRFD
from arcface_onnx import ArcFaceONNX
onnxruntime.set_default_logger_severity(5)
assets_dir = osp.expanduser('~/.insightface/models/buffalo_l')
detector = SCRFD(os.path.join(assets_dir, 'det_10g.onnx'))
detector.prepare(0)
model_path = os.path.join(assets_dir, 'w600k_r50.onnx')
rec = ArcFaceONNX(model_path)
rec.prepare(0)
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser()
parser.add_argument('img1', type=str)
parser.add_argument('img2', type=str)
return parser.parse_args()
def func(args):
image1 = cv2.imread(args.img1)
image2 = cv2.imread(args.img2)
bboxes1, kpss1 = detector.autodetect(image1, max_num=1)
if bboxes1.shape[0]==0:
return -1.0, "Face not found in Image-1"
bboxes2, kpss2 = detector.autodetect(image2, max_num=1)
if bboxes2.shape[0]==0:
return -1.0, "Face not found in Image-2"
kps1 = kpss1[0]
kps2 = kpss2[0]
feat1 = rec.get(image1, kps1)
feat2 = rec.get(image2, kps2)
sim = rec.compute_sim(feat1, feat2)
if sim<0.2:
conclu = 'They are NOT the same person'
elif sim>=0.2 and sim<0.28:
conclu = 'They are LIKELY TO be the same person'
else:
conclu = 'They ARE the same person'
return sim, conclu
if __name__ == '__main__':
args = parse_args()
output = func(args)
print('sim: %.4f, message: %s'%(output[0], output[1]))
|