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ascendhuawei
2020-09-16 11:50:53 -07:00
commit a61dda4612
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import os
import cv2
import numpy as np
import argparse
import sys
sys.path.append('..')
from model_processor import ModelProcessor
import acl
from acl_resource import AclResource
MODEL_PATH = "../model/body_pose.om"
DATA_PATH = './tennis_player.jpg'
def execute(model_path, frames_input_src, output_dir):
## Initialization ##
#initialize acl runtime
acl_resource = AclResource()
acl_resource.init()
## Prepare Model ##
# parameters for model path and model inputs
model_parameters = {
'model_dir': model_path,
'width': 368, # model input width
'height': 368, # model input height
}
# perpare model instance: init (loading model from file to memory)
# model_processor: preprocessing + model inference + postprocessing
model_processor = ModelProcessor(acl_resource, model_parameters)
## Get Input ##
# Read the image input using OpenCV
img_original = cv2.imread(args.frames_input_src)
## Model Prediction ##
# model_processor.predict: processing + model inference + postprocessing
# canvas: the picture overlayed with human body joints and limbs
canvas = model_processor.predict(img_original)
# Save the detected results
cv2.imwrite(os.path.join(args.output_dir, 'Result_Pose.jpg'), canvas)
if __name__ == '__main__':
description = 'Load a model for human pose estimation'
parser = argparse.ArgumentParser(description=description)
parser.add_argument('--model', type=str, default=MODEL_PATH)
parser.add_argument('--frames_input_src', type=str,default=DATA_PATH, help="Directory path for image")
parser.add_argument('--output_dir', type=str, default='./outputs', help="Output Path")
args = parser.parse_args()
if not os.path.exists(args.output_dir):
os.makedirs(args.output_dir)
execute(args.model, args.frames_input_src, args.output_dir)
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