from textwrap import wrap from typing import Optional import numpy as np import matplotlib.pyplot as plt import mpl_toolkits.mplot3d.axes3d as p3 from matplotlib.animation import FuncAnimation from mpl_toolkits.mplot3d.art3d import Poly3DCollection import mld.data.humanml.utils.paramUtil as paramUtil skeleton = paramUtil.t2m_kinematic_chain def plot_3d_motion(save_path: str, joints: np.ndarray, title: str, figsize: tuple[int, int] = (3, 3), fps: int = 120, radius: int = 3, kinematic_tree: list = skeleton, hint: Optional[np.ndarray] = None) -> None: title = '\n'.join(wrap(title, 20)) def init(): ax.set_xlim3d([-radius / 2, radius / 2]) ax.set_ylim3d([0, radius]) ax.set_zlim3d([-radius / 3., radius * 2 / 3.]) fig.suptitle(title, fontsize=10) ax.grid(b=False) def plot_xzPlane(minx, maxx, miny, minz, maxz): # Plot a plane XZ 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) # (seq_len, joints_num, 3) data = joints.copy().reshape(len(joints), -1, 3) data *= 1.3 # scale for visualization if hint is not None: mask = hint.sum(-1) != 0 hint = hint[mask] hint *= 1.3 fig = plt.figure(figsize=figsize) plt.tight_layout() ax = p3.Axes3D(fig) init() MINS = data.min(axis=0).min(axis=0) MAXS = data.max(axis=0).max(axis=0) colors = ["#DD5A37", "#D69E00", "#B75A39", "#DD5A37", "#D69E00", "#FF6D00", "#FF6D00", "#FF6D00", "#FF6D00", "#FF6D00", "#DDB50E", "#DDB50E", "#DDB50E", "#DDB50E", "#DDB50E", ] frame_number = data.shape[0] height_offset = MINS[1] data[:, :, 1] -= height_offset if hint is not None: hint[..., 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]) if hint is not None: ax.scatter(hint[..., 0] - trajec[index, 0], hint[..., 1], hint[..., 2] - trajec[index, 1], color="#80B79A") 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) ani.save(save_path, fps=fps) plt.close()