EasyMocap/apps/vis3d/vis_smpl.py
2023-10-16 19:49:00 +08:00

208 lines
8.9 KiB
Python

import open3d as o3d
from easymocap.config.baseconfig import load_object_from_cmd
from easymocap.mytools.reader import read_smpl
from easymocap.visualize.o3dwrapper import Vector3dVector, Vector3iVector
from easymocap.vis3d.basegui import BaseWindow
from easymocap.mytools.vis_base import generate_colorbar
from easymocap.mytools.file_utils import myarray2string, write_smpl
import open3d.visualization.gui as gui
import os
import numpy as np
class SMPLControl(BaseWindow):
def __init__(self, cfg_model, opts_model, out) -> None:
super().__init__(out, panel_rate=0.4)
self.body_model = load_object_from_cmd(cfg_model, opts_model)
if args.param_path is not None and os.path.exists(args.param_path):
from easymocap.mytools.reader import read_smpl
params = read_smpl(args.param_path)[0]
else:
params = self.body_model.init_params(nFrames=1)
self._params = params
vertices = self.body_model(return_verts=True, return_tensor=False, **params)
joints = self.body_model(return_verts=False, return_tensor=False, return_smpl_joints=True, **self._params)[0]
mesh = o3d.geometry.TriangleMesh()
mesh.vertices = Vector3dVector(vertices[0])
mesh.triangles = Vector3iVector(self.body_model.faces)
# 使用blendweight计算颜色
if True:
weights = self.body_model.weights.cpu().numpy()
nJoints = weights.shape[-1]
colorbar = np.array(generate_colorbar(nJoints))[:, ::-1]/255.
colors = weights @ colorbar
mesh.vertex_colors = Vector3dVector(colors)
mat = self.get_default_mat(color=[1,1,1,0.5])
else:
mat = self.get_default_mat()
mesh.compute_vertex_normals()
self.add_geometry('smpl', mesh, mat)
colorbar = np.array(generate_colorbar(joints.shape[0]))[:, ::-1]/255.
for nj in range(joints.shape[0]):
sphere = o3d.geometry.TriangleMesh.create_sphere(
radius=0.01, resolution=20)
sphere.translate(joints[nj])
sphere.compute_vertex_normals()
sphere.paint_uniform_color(colorbar[nj])
# self.add_geometry('joint{}'.format(nj), sphere, mat)
# l = self.scene.add_3d_label(joints[nj], "{}".format(nj))
self.add_control_smpl(self.panel, self.em)
self.cnt = 0
def update_smpl(self):
self._params['id'] = 0
write_smpl('/tmp/smpl.json', [self._params])
self._params.pop('id')
vertices = self.body_model(return_verts=True, return_tensor=False, **self._params)
joints = self.body_model(return_verts=False, return_tensor=False, return_smpl_joints=True, **self._params)[0]
for nj in range(joints.shape[0]):
break
sphere = o3d.geometry.TriangleMesh.create_sphere(
radius=0.03, resolution=20)
sphere.translate(joints[nj])
self.factory['joint{}'.format(nj)]['geom'].vertices = sphere.vertices
self.update_geometry('joint{}'.format(nj))
self.factory['smpl']['geom'].vertices = Vector3dVector(vertices[0])
self.factory['smpl']['geom'].compute_vertex_normals()
self.update_geometry('smpl')
def reset_params(self, ):
for key, val in self._params.items():
val[:] = 0.
for slider in self.slider_dict[key]:
slider.double_value = 0.
print('Reset {}'.format(key))
self.update_smpl()
def export_params(self, ):
for key, val in self._params.items():
print('{}: {}'.format(key, myarray2string(self._params[key])))
self._params['id'] = 0
write_smpl('/tmp/smpl.json', [self._params])
def read_params(self, filename):
datas = read_smpl(filename)[0]
for key in self._params.keys():
if key in datas.keys():
self._params[key] = datas[key]
self.update_smpl()
def import_params(self, ):
dlg = gui.FileDialog(gui.FileDialog.OPEN, "Choose file to load",
self.window.theme)
dlg.add_filter(
".json",
"SMPL parameters")
# A file dialog MUST define on_cancel and on_done functions
dlg.set_on_cancel(self._on_file_dialog_cancel)
dlg.set_on_done(self._on_load_dialog_done)
self.window.show_dialog(dlg)
def _on_file_dialog_cancel(self):
self.window.close_dialog()
def _on_load_dialog_done(self, filename):
self.window.close_dialog()
self.read_params(filename)
def create_callback(self, key, index):
def change(value):
self._params[key][0, index] = value
self.update_smpl()
if self.out is not None:
self.scene.scene.scene.render_to_image(self.capture_callback)
return change
def add_control_smpl(self, panel, em):
# Rh, Th
print(self._params.keys())
# add reset
reset_button = gui.Button("reset")
reset_button.set_on_clicked(self.reset_params)
panel.add_child(reset_button)
import_button = gui.Button("import")
import_button.set_on_clicked(self.import_params)
panel.add_child(import_button)
export_button = gui.Button("export")
export_button.set_on_clicked(self.export_params)
panel.add_child(export_button)
self.slider_dict = {}
for key in ['Rh', 'Th']:
col = gui.CollapsableVert(key, 0.33 * em,
gui.Margins(em, 0, 0, 0))
for i in range(self._params[key].shape[1]//3):
grid = gui.VGrid(5, 10)
_label = gui.Label(key + '_{}'.format(i))
grid.add_child(_label)
self.slider_dict[key] = []
for nj in range(3):
slider = gui.Slider(gui.Slider.DOUBLE)
slider.set_limits(-4., 4.)
slider.double_value = self._params[key][0, nj+3*i]
slider.set_on_value_changed(self.create_callback(key, nj+3*i))
self.slider_dict[key].append(slider)
grid.add_child(slider)
col.add_child(grid)
panel.add_child(col)
for key in ['shapes', 'expression']:
if key not in self._params.keys():
continue
nShape = self._params[key].shape[-1]
col = gui.CollapsableVert(key, 0.33 * em,
gui.Margins(em, 0, 0, 0))
grid = gui.VGrid(2, 10)
self.slider_dict[key] = []
for nj in range(nShape):
_label = gui.Label(key + '_{}'.format(nj))
grid.add_child(_label)
slider = gui.Slider(gui.Slider.DOUBLE)
slider.set_limits(-4., 4.)
slider.double_value = self._params[key][0, nj]
slider.set_on_value_changed(self.create_callback(key, nj))
self.slider_dict[key].append(slider)
grid.add_child(slider)
col.add_child(grid)
panel.add_child(col)
for key in ['poses', 'handl', 'handr']:
if key not in self._params.keys():
continue
nShape = self._params[key].shape[-1]//3
col = gui.CollapsableVert(key, 0.33 * em,
gui.Margins(em, 0, 0, 0))
grid = gui.VGrid(4, 10)
self.slider_dict[key] = []
for nj in range(nShape):
_label = gui.Label(key + '_{}'.format(nj))
grid.add_child(_label)
for i in range(3):
slider = gui.Slider(gui.Slider.DOUBLE)
slider.set_limits(-3., 3.)
slider.double_value = self._params[key][0, 3*nj+i]
slider.set_on_value_changed(self.create_callback(key, 3*nj+i))
self.slider_dict[key].append(slider)
grid.add_child(slider)
col.add_child(grid)
panel.add_child(col)
if __name__ == "__main__":
import argparse
parser = argparse.ArgumentParser()
parser.add_argument('--cfg', type=str,
default='config/model/smpl_neutral.yml')
parser.add_argument('--opts', type=str,
default=[], nargs="+")
parser.add_argument('--key', type=str,
default='poses')
parser.add_argument('--max', type=float, default=1.57)
parser.add_argument('--param_path', type=str, default=None)
parser.add_argument('--out', type=str, default=None)
parser.add_argument('--num', type=int, default=50)
parser.add_argument('--start', type=int, default=0)
parser.add_argument('--one', action='store_true')
parser.add_argument('--debug', action='store_true')
args = parser.parse_args()
gui.Application.instance.initialize()
w = SMPLControl(args.cfg, args.opts, out=args.out)
# Run the event loop. This will not return until the last window is closed.
gui.Application.instance.run()