summaryrefslogtreecommitdiff
path: root/megapixels/commands/demo/face_detect.py
diff options
context:
space:
mode:
Diffstat (limited to 'megapixels/commands/demo/face_detect.py')
-rw-r--r--megapixels/commands/demo/face_detect.py85
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() \ No newline at end of file