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tacom/P2024HyperthyroidismSystem

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main.py 5.13 KB
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tacom 提交于 2024-07-09 15:01 . update main script, with recover positon
# encoding=utf-8
"""程序缺陷:
1. 没有进行相机标定: 没有测量不同角度对应不同分辨率的像素情况
2. 没有添加测距模块: 太远太近对于程序的参数都有所不同,采集的情况也会不一样
3. 相机比较便宜,采集图像精度不足
4. 定位的算法性能不足,Orin无法实现实时监测,只能跳帧,并添加额外的编程思路进行稳定性调整
5. 没有实现预期目标,判断正脸以及侧脸
6. 没有实现上位机,没有实现图片采集归档模块
"""
import time
import cv2
from Drivers.Servo import SERVO_HOR, SERVO_VER, HorServo, VerServo
from Service.Detect import Detect
from Service.Trace import Trace
# camera
default_size = (1024, 768)
# performance optimize
actually_size = (default_size[0] // 2, default_size[1] // 2)
detect = Detect(cap_size=actually_size, fps=30, buffer_size=30)
# servo
default_h_angle, default_v_angle = 72.5, 75
now_h_angle, now_v_angle = 72.5, 75
# best param: 40, 105
h_s = HorServo(SERVO_HOR, default_h_angle, 10, 170)
# best param 30, 120
v_s = VerServo(SERVO_VER, default_v_angle, 10, 170)
time.sleep(1)
# trace
trace = Trace(actually_size[0], actually_size[1], tolerance=(0.05, 0.05))
# frame count
frame_count = 0
# about 0.5s for nx to optimize servo
# fps=30, so 15 frame do step
# really optimize
frame_step = 5 # about (1 / 30) * 5 = 0.167s
lost_count = 0
lost_step = int(2 / frame_step * 30) # 2s
if __name__ == '__main__':
try:
while True:
buffer = detect.capture_wrapper.out_stack()
if buffer is not None:
frame_count = (frame_count + 1) % frame_step
cv2.imshow("ori", buffer)
cv2.waitKey(1)
if frame_count == 0:
buffer, face, marks = detect.get_detect()
if (buffer is not None) and (face is None):
lost_count = (lost_count + 1) % lost_step
if lost_count == 0:
print("rollback")
ret = h_s.to_angle(default_h_angle)
if ret != -1:
now_h_angle = ret
ret = v_s.to_angle(default_v_angle)
if ret != -1:
now_v_angle = ret
if face is not None:
# re-count
lost_count = 0
# center
# (top, right, bottom, left)
face = face[0]
top, right, bottom, left = face
now_x = (left + right) // 2
now_y = (top + bottom) // 2
# optimize servo location
delta_x, delta_angle = trace.get_next_position(now_x, now_y, (16, 12))
delta_angle_x, delta_angle_y = delta_angle
print("---------------Servo Info Start-----------------------")
if delta_angle_x != -1:
new_h_angle = now_h_angle + delta_angle_x
ret = h_s.to_angle(new_h_angle)
if ret != -1:
now_h_angle = ret
print("now h_angle is: ", now_h_angle)
else:
print("Horizontal location {} is over".format(new_h_angle))
if delta_angle_y != -1:
new_v_angle = now_v_angle + delta_angle_y
ret = v_s.to_angle(new_v_angle)
if ret != -1:
now_v_angle = ret
print("now v_angle is: ", now_v_angle)
else:
print("Vertical location {} is over".format(new_v_angle))
print("-------------------------------------------------------")
print("----------------Location Debug---------------------")
# landmarks
for each_key in marks[0]:
points = marks[0][each_key]
for point in points:
cv2.circle(buffer, point, 1, (0, 0, 255), -1)
# face
cv2.rectangle(buffer, (face[3], face[0]), (face[1], face[2]), (0, 255, 0), 2)
# face center point
cv2.circle(buffer, (now_x, now_y), 5, (0, 255, 0), -1)
# buffer center point
cv2.circle(buffer, (actually_size[0] // 2, actually_size[1] // 2), 5, (255, 0, 0), -1)
# show
cv2.imshow("debug", buffer)
cv2.waitKey(1)
# debug info
print("center_x", actually_size[0] // 2, "center_y", actually_size[1] // 2)
print("now_x", now_x, "now_y", now_y)
# print("delta_x", delta_x[0], "delta_y", delta_x[1])
print("angle_x", delta_angle[0], "angle_y", delta_angle[1])
print("----------------------------------------------------")
finally:
h_s.clean_up()
v_s.clean_up()
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