EasyMocap/easymocap/visualize/skelmodel.py
2021-04-14 16:29:57 +08:00

77 lines
2.7 KiB
Python

'''
@ Date: 2021-01-17 21:38:19
@ Author: Qing Shuai
@ LastEditors: Qing Shuai
@ LastEditTime: 2021-01-22 23:08:18
@ FilePath: /EasyMocap/code/visualize/skelmodel.py
'''
import numpy as np
import cv2
from os.path import join
import os
def calTransformation(v_i, v_j, r, adaptr=False, ratio=10):
""" from to vertices to T
Arguments:
v_i {} -- [description]
v_j {[type]} -- [description]
"""
xaxis = np.array([1, 0, 0])
v = (v_i + v_j)/2
direc = (v_i - v_j)
length = np.linalg.norm(direc)
direc = direc/length
rotdir = np.cross(xaxis, direc)
rotdir = rotdir/np.linalg.norm(rotdir)
rotdir = rotdir * np.arccos(np.dot(direc, xaxis))
rotmat, _ = cv2.Rodrigues(rotdir)
# set the minimal radius for the finger and face
shrink = max(length/ratio, 0.005)
eigval = np.array([[length/2/r, 0, 0], [0, shrink, 0], [0, 0, shrink]])
T = np.eye(4)
T[:3,:3] = rotmat @ eigval @ rotmat.T
T[:3, 3] = v
return T, r, length
class SkelModel:
def __init__(self, nJoints, kintree) -> None:
self.nJoints = nJoints
self.kintree = kintree
cur_dir = os.path.dirname(__file__)
faces = np.loadtxt(join(cur_dir, 'sphere_faces_20.txt'), dtype=np.int)
self.vertices = np.loadtxt(join(cur_dir, 'sphere_vertices_20.txt'))
# compose faces
faces_all = []
for nj in range(nJoints):
faces_all.append(faces + nj*self.vertices.shape[0])
for nk in range(len(kintree)):
faces_all.append(faces + nJoints*self.vertices.shape[0] + nk*self.vertices.shape[0])
self.faces = np.vstack(faces_all)
def __call__(self, keypoints3d, id=0, return_verts=True, return_tensor=False):
vertices_all = []
r = 0.02
# joints
for nj in range(self.nJoints):
if nj > 25:
r_ = r * 0.4
else:
r_ = r
if keypoints3d[nj, -1] < 0.01:
vertices_all.append(self.vertices*0.001)
continue
vertices_all.append(self.vertices*r_ + keypoints3d[nj:nj+1, :3])
# limb
for nk, (i, j) in enumerate(self.kintree):
if keypoints3d[i][-1] < 0.1 or keypoints3d[j][-1] < 0.1:
vertices_all.append(self.vertices*0.001)
continue
T, _, length = calTransformation(keypoints3d[i, :3], keypoints3d[j, :3], r=1)
if length > 2: # 超过两米的
vertices_all.append(self.vertices*0.001)
continue
vertices = self.vertices @ T[:3, :3].T + T[:3, 3:].T
vertices_all.append(vertices)
vertices = np.vstack(vertices_all)
return vertices[None, :, :]