| import math |
| import numpy as np |
| import matplotlib |
| import matplotlib.pyplot as plt |
| from mpl_toolkits.mplot3d import Axes3D |
| from matplotlib.animation import FuncAnimation, FFMpegFileWriter |
| from mpl_toolkits.mplot3d.art3d import Poly3DCollection |
| import mpl_toolkits.mplot3d.axes3d as p3 |
| |
|
|
|
|
| def list_cut_average(ll, intervals): |
| if intervals == 1: |
| return ll |
|
|
| bins = math.ceil(len(ll) * 1.0 / intervals) |
| ll_new = [] |
| for i in range(bins): |
| l_low = intervals * i |
| l_high = l_low + intervals |
| l_high = l_high if l_high < len(ll) else len(ll) |
| ll_new.append(np.mean(ll[l_low:l_high])) |
| return ll_new |
|
|
|
|
| def plot_3d_motion(save_path, kinematic_tree, joints, title, figsize=(10, 10), fps=120, radius=4): |
| matplotlib.use('Agg') |
|
|
| title_sp = title.split(' ') |
| if len(title_sp) > 20: |
| title = '\n'.join([' '.join(title_sp[:10]), ' '.join(title_sp[10:20]), ' '.join(title_sp[20:])]) |
| elif len(title_sp) > 10: |
| title = '\n'.join([' '.join(title_sp[:10]), ' '.join(title_sp[10:])]) |
|
|
| def init(): |
| ax.set_xlim3d([-radius / 4, radius / 4]) |
| ax.set_ylim3d([0, radius / 2]) |
| ax.set_zlim3d([0, radius / 2]) |
| |
| fig.suptitle(title, fontsize=20) |
| ax.grid(b=False) |
|
|
| def plot_xzPlane(minx, maxx, miny, minz, maxz): |
| |
| verts = [ |
| [minx, miny, minz], |
| [minx, miny, maxz], |
| [maxx, miny, maxz], |
| [maxx, miny, minz] |
| ] |
| xz_plane = Poly3DCollection([verts]) |
| xz_plane.set_facecolor((0.5, 0.5, 0.5, 0.5)) |
| ax.add_collection3d(xz_plane) |
|
|
| |
|
|
| |
| data = joints.copy().reshape(len(joints), -1, 3) |
| fig = plt.figure(figsize=figsize) |
| ax = p3.Axes3D(fig) |
| init() |
| MINS = data.min(axis=0).min(axis=0) |
| MAXS = data.max(axis=0).max(axis=0) |
| colors = ['red', 'blue', 'black', 'red', 'blue', |
| 'darkblue', 'darkblue', 'darkblue', 'darkblue', 'darkblue', |
| 'darkred', 'darkred', 'darkred', 'darkred', 'darkred'] |
| frame_number = data.shape[0] |
| |
|
|
| height_offset = MINS[1] |
| data[:, :, 1] -= height_offset |
| trajec = data[:, 0, [0, 2]] |
|
|
| data[..., 0] -= data[:, 0:1, 0] |
| data[..., 2] -= data[:, 0:1, 2] |
|
|
| |
|
|
| def update(index): |
| |
| ax.lines = [] |
| ax.collections = [] |
| ax.view_init(elev=120, azim=-90) |
| ax.dist = 7.5 |
| |
| plot_xzPlane(MINS[0] - trajec[index, 0], MAXS[0] - trajec[index, 0], 0, MINS[2] - trajec[index, 1], |
| MAXS[2] - trajec[index, 1]) |
| |
|
|
| |
| |
| |
| |
| |
|
|
| for i, (chain, color) in enumerate(zip(kinematic_tree, colors)): |
| |
| if i < 5: |
| linewidth = 4.0 |
| else: |
| linewidth = 2.0 |
| ax.plot3D(data[index, chain, 0], data[index, chain, 1], data[index, chain, 2], linewidth=linewidth, |
| color=color) |
| |
|
|
| plt.axis('off') |
| ax.set_xticklabels([]) |
| ax.set_yticklabels([]) |
| ax.set_zticklabels([]) |
|
|
| ani = FuncAnimation(fig, update, frames=frame_number, interval=1000 / fps, repeat=False) |
|
|
| writer = FFMpegFileWriter(fps=fps) |
| ani.save(save_path, writer=writer) |
| plt.close() |
|
|