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Diffstat (limited to 'megapixels/commands/demo/face_detect.py')
| -rw-r--r-- | megapixels/commands/demo/face_detect.py | 85 |
1 files changed, 85 insertions, 0 deletions
diff --git a/megapixels/commands/demo/face_detect.py b/megapixels/commands/demo/face_detect.py new file mode 100644 index 00000000..b92db7cb --- /dev/null +++ b/megapixels/commands/demo/face_detect.py @@ -0,0 +1,85 @@ +""" +Crop images to prepare for training +""" + +import click +# from PIL import Image, ImageOps, ImageFilter, ImageDraw + +from app.settings import types +from app.utils import click_utils +from app.settings import app_cfg as cfg + + +@click.command() +@click.option('-i', '--input', 'opt_fp_in', default=None, required=True, + help='Image filepath') +@click.option('-o', '--output', 'opt_fp_out', default=None, + help='GIF output path') +@click.option('--size', 'opt_size', + type=(int, int), default=(300, 300), + help='Output image size') +@click.option('-g', '--gpu', 'opt_gpu', default=0, + help='GPU index') +@click.option('-f', '--force', 'opt_force', is_flag=True, + help='Force overwrite file') +@click.option('--display/--no-display', 'opt_display', is_flag=True, default=False, + help='Display detections to debug') +@click.pass_context +def cli(ctx, opt_fp_in, opt_fp_out, opt_gpu, opt_size, opt_force, opt_display): + """Face detector demo""" + + import sys + import os + from os.path import join + from pathlib import Path + import time + + from tqdm import tqdm + import numpy as np + import pandas as pd + import cv2 as cv + import dlib + + from app.utils import logger_utils, file_utils, im_utils, display_utils, draw_utils + from app.utils import plot_utils + from app.processors import face_detector, face_landmarks + from app.models.data_store import DataStore + + + log = logger_utils.Logger.getLogger() + + + # ------------------------------------------------- + # load image + + im = cv.imread(opt_fp_in) + im_resized = im_utils.resize(im, width=opt_size[0], height=opt_size[1]) + + + # ---------------------------------------------------------------------------- + # detect face + + face_detector = face_detector.DetectorCVDNN() + bboxes = face_detector.detect(im_resized, largest=True) + if not bboxes: + log.error('no face detected') + return + bbox_norm = bboxes[0] + dim = im_resized.shape[:2][::-1] + bbox_dim = bbox_norm.to_dim(dim) + + + # ---------------------------------------------------------------------------- + # draw + + im_face = im_resized.copy() + im_face = draw_utils.draw_bbox(im_face, bbox_norm) + + # ---------------------------------------------------------------------------- + # display + + if opt_display: + + # show all images here + cv.imshow('Face', im_face) + display_utils.handle_keyboard()
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