diff options
| author | adamhrv <adam@ahprojects.com> | 2019-01-16 13:30:16 +0100 |
|---|---|---|
| committer | adamhrv <adam@ahprojects.com> | 2019-01-16 13:30:16 +0100 |
| commit | 65cb506ca182272e2701136097fd00c55dc6bd69 (patch) | |
| tree | cc5be8e61a8d5173745be1d331b210e967e146b5 /megapixels/commands/demo/face_detection.py | |
| parent | fceeb3b7adbc8d522e9fe1c40e12e9a529199068 (diff) | |
change bbox to norm, refine face extractor
Diffstat (limited to 'megapixels/commands/demo/face_detection.py')
| -rw-r--r-- | megapixels/commands/demo/face_detection.py | 126 |
1 files changed, 0 insertions, 126 deletions
diff --git a/megapixels/commands/demo/face_detection.py b/megapixels/commands/demo/face_detection.py deleted file mode 100644 index 488cc80d..00000000 --- a/megapixels/commands/demo/face_detection.py +++ /dev/null @@ -1,126 +0,0 @@ -""" -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.DetectorDLIBCNN(gpu=opt_gpu) # -1 for CPU - bboxes = face_detector.detect(im_resized, largest=True) - bbox = bboxes[0] - dim = im_resized.shape[:2][::-1] - bbox_dim = bbox.to_dim(dim) - if not bbox: - log.error('no face detected') - return - - - # ---------------------------------------------------------------------------- - # generate 68 point landmarks using dlib - - from app.processors import face_landmarks - landmark_detector_2d_68 = face_landmarks.Dlib2D_68() - points_2d_68 = landmark_detector_2d_68.landmarks(im_resized, bbox_dim) - - - # ---------------------------------------------------------------------------- - # generate pose from 68 point 2D landmarks - - from app.processors import face_pose - pose_detector = face_pose.FacePoseDLIB() - pose_data = pose_detector.pose(points_2d_68, dim) - - # ---------------------------------------------------------------------------- - # output - - log.info(f'Face coords: {bbox_dim} face') - log.info(f'pitch: {pose_data["pitch"]}, roll: {pose_data["roll"]}, yaw: {pose_data["yaw"]}') - - - # ---------------------------------------------------------------------------- - # draw - - # draw 2d landmarks - im_landmarks_2d_68 = im_resized.copy() - draw_utils.draw_landmarks2D(im_landmarks_2d_68, points_2d_68) - draw_utils.draw_bbox(im_landmarks_2d_68, bbox_dim) - - # draw pose - im_pose = im_resized.copy() - draw_utils.draw_pose(im_pose, pose_data['point_nose'], pose_data['points']) - draw_utils.draw_degrees(im_pose, pose_data) - - - # ---------------------------------------------------------------------------- - # save - - if opt_fp_out: - # save pose only - cv.imwrite(opt_fp_out, im_pose) - - - # ---------------------------------------------------------------------------- - # display - - if opt_display: - - - # show all images here - cv.imshow('Original', im_resized) - cv.imshow('2D 68PT Landmarks', im_landmarks_2d_68) - cv.imshow('Pose', im_pose) - display_utils.handle_keyboard()
\ No newline at end of file |
