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gesture_rec/gesture_control/arm_control.py

144 lines
5.1 KiB
Python

import numpy as np
class ArmController:
def __init__(self, config, mirror=False):
self.config = config
self.mirror = mirror
self.shoulder_idx = {'left': 11, 'right': 12}
self.wrist_idx = {'left': 15, 'right': 16}
self.hip_idx = {'left': 23, 'right': 24}
self.dead_zone = config.get('dead_zone', 0.2)
self.debug = config.get('debug', False)
def _get_side_indices(self, side):
"""
Возвращает (shoulder_idx, wrist_idx) для заданной стороны (left/right).
При mirror=True интерпретируем сторону как в реальности: левая/правая рука.
"""
if self.mirror:
if side == 'left':
s_idx = 12
w_idx = 16
else:
s_idx = 11
w_idx = 15
else:
if side == 'left':
s_idx = 11
w_idx = 15
else:
s_idx = 12
w_idx = 16
return s_idx, w_idx
def _get_shoulder_width(self, landmarks):
"""Ширина плеч для нормировки горизонтальных смещений."""
left = landmarks[11][:2]
right = landmarks[12][:2]
width = np.linalg.norm(right - left)
if width < 50 or width > 300:
return None
return width
def _get_torso_height(self, landmarks):
"""Высота торса для нормировки вертикальных смещений."""
left_shoulder = landmarks[11][:2]
right_shoulder = landmarks[12][:2]
left_hip = landmarks[23][:2]
right_hip = landmarks[24][:2]
shoulder_center = (left_shoulder + right_shoulder) / 2
hip_center = (left_hip + right_hip) / 2
height = np.linalg.norm(shoulder_center - hip_center)
if height < 50:
return None
return height
def _horizontal_displacement_rel(self, landmarks, side):
"""
Нормированное горизонтальное смещение запястья относительно плеча.Ширина плеч для нормировки горизонтальных смещен
Сторона `side` — это реальная сторона руки
"""
s_idx, w_idx = self._get_side_indices(side)
if landmarks[s_idx][3] < 0.5 or landmarks[w_idx][3] < 0.5:
return 0.0
shoulder = landmarks[s_idx][:2]
wrist = landmarks[w_idx][:2]
shoulder_width = self._get_shoulder_width(landmarks)
if shoulder_width is None:
return 0.0
disp = wrist[0] - shoulder[0]
return disp / shoulder_width
def _vertical_displacement_rel(self, landmarks, side):
"""
Вертикальное смещение: верх/низ запястья относительно плеча.
Сторона `side` — реальная сторона руки.
"""
s_idx, w_idx = self._get_side_indices(side)
if landmarks[s_idx][3] < 0.5 or landmarks[w_idx][3] < 0.5:
return 0.0
shoulder = landmarks[s_idx][:2]
wrist = landmarks[w_idx][:2]
torso_height = self._get_torso_height(landmarks)
if torso_height is None:
return 0.0
disp = shoulder[1] - wrist[1]
return disp / torso_height
def compute_speeds(self, landmarks):
if (landmarks[11][3] < 0.5 or landmarks[12][3] < 0.5 or
landmarks[15][3] < 0.5 or landmarks[16][3] < 0.5):
if self.debug:
print("Руки не видны")
return 0.0, 0.0
r_sh_z = landmarks[12][2]
r_wr_z = landmarks[16][2]
r_sh_z_divided = (landmarks[12][2] + landmarks[11][2])/2
nose_z = landmarks[0][2]
nose_and_sh_distance = r_sh_z_divided - nose_z
arm_forward = r_sh_z - r_wr_z
if arm_forward < 3*nose_and_sh_distance:
#print(f"landmarks[12][2] {landmarks[12][2] - landmarks[16][2]}")
linear_side = self.config['linear_arm']
angular_side = self.config['angular_arm']
#lin_rel = self._horizontal_displacement_rel(landmarks, linear_side)
lin_rel = self._vertical_displacement_rel(landmarks, linear_side)
ang_rel = self._vertical_displacement_rel(landmarks, angular_side)
if self.debug:
print(f"lin_rel={lin_rel:.3f}, ang_rel={ang_rel:.3f}")
# Линейная скорость
if abs(lin_rel) < self.dead_zone:
linear = 0.0
else:
lin_rel_clipped = np.clip(lin_rel, -1.0, 1.0)
linear = lin_rel_clipped * self.config['max_speed_linear']
# Угловая скорость
if abs(ang_rel) < self.dead_zone:
angular = 0.0
else:
ang_rel_clipped = np.clip(ang_rel, -1.0, 1.0)
angular = ang_rel_clipped * self.config['max_speed_angular']
return linear, angular
else:
return 0.0, 0.0