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offscreen_renderer.py
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offscreen_renderer.py
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#
# Authors: Bowen Wen
# Contact: wenbowenxjtu@gmail.com
# Created in 2020
#
# Copyright (c) Rutgers University, 2020 All rights reserved.
#
# Wen, B., C. Mitash, B. Ren, and K. E. Bekris. "se (3)-TrackNet:
# Data-driven 6D Pose Tracking by Calibrating Image Residuals in
# Synthetic Domains." In IEEE/RSJ International Conference on Intelligent
# Robots and Systems (IROS). 2020.
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# * Redistributions of source code must retain the above copyright
# notice, this list of conditions and the following disclaimer.
# * Redistributions in binary form must reproduce the above copyright
# notice, this list of conditions and the following disclaimer in the
# documentation and/or other materials provided with the distribution.
# * Neither the name of the PRACSYS, Bowen Wen, Rutgers University,
# nor the names of its contributors may be used to
# endorse or promote products derived from this software without
# specific prior written permission.
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS 'AS IS' AND
# ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
# WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE FOR ANY
# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
# (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
# LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
# ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#
import os,sys
code_path = os.path.dirname(os.path.realpath(__file__))
sys.path.append(code_path)
import numpy as np
from PIL import Image
import cv2
import time
import trimesh
import pyrender
class Renderer:
def __init__(self,model_paths, cam_K, H,W):
if not isinstance(model_paths,list):
print("model_paths have to be list")
raise RuntimeError
self.scene = pyrender.Scene(ambient_light=[1., 1., 1.],bg_color=[0,0,0])
self.camera = pyrender.IntrinsicsCamera(fx=cam_K[0,0],fy=cam_K[1,1],cx=cam_K[0,2],cy=cam_K[1,2],znear=0.1,zfar=2.0)
self.cam_node = self.scene.add(self.camera, pose=np.eye(4))
self.mesh_nodes = []
for model_path in model_paths:
print('model_path',model_path)
obj_mesh = trimesh.load(model_path)
colorVisual = obj_mesh.visual.to_color()
mesh = pyrender.Mesh.from_trimesh(obj_mesh)
mesh_node = self.scene.add(mesh,pose=np.eye(4),parent_node=self.cam_node) # Object pose parent is cam
self.mesh_nodes.append(mesh_node)
self.H = H
self.W = W
self.r = pyrender.OffscreenRenderer(self.W, self.H)
self.glcam_in_cvcam = np.array([[1,0,0,0],
[0,-1,0,0],
[0,0,-1,0],
[0,0,0,1]])
self.cvcam_in_glcam = np.linalg.inv(self.glcam_in_cvcam)
def render(self,ob_in_cvcams):
assert isinstance(ob_in_cvcams, list)
for i,ob_in_cvcam in enumerate(ob_in_cvcams):
ob_in_glcam = self.cvcam_in_glcam.dot(ob_in_cvcam)
self.scene.set_pose(self.mesh_nodes[i],ob_in_glcam)
color, depth = self.r.render(self.scene) # depth: float
return color, depth