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84 changes: 84 additions & 0 deletions python/examples/pose_graph_g2o_SE3.py
Original file line number Diff line number Diff line change
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# https://github.com/gaoxiang12/slambook2/blob/master/ch10/pose_graph_g2o_SE3.cpp
# Original From gaoxiang12
# Modified By Yannnnnnnnnnnn

import numpy as np
import g2o
import os

class PoseGraphOptimization(g2o.SparseOptimizer):
def __init__(self):
super().__init__()
solver = g2o.BlockSolverSE3(g2o.LinearSolverCholmodSE3())
solver = g2o.OptimizationAlgorithmLevenberg(solver)
super().set_algorithm(solver)

def optimize(self, max_iterations=20):
super().initialize_optimization()
super().optimize(max_iterations)

def add_vertex(self, id, pose, fixed=False):
v_se3 = g2o.VertexSE3()
v_se3.set_id(id)
v_se3.set_estimate(pose)
v_se3.set_fixed(fixed)
super().add_vertex(v_se3)

def add_edge(self, vertices, measurement,
information=np.identity(6),
robust_kernel=None):

edge = g2o.EdgeSE3()
for i, v in enumerate(vertices):
if isinstance(v, int):
v = self.vertex(v)
edge.set_vertex(i, v)

edge.set_measurement(measurement) # relative pose
edge.set_information(information)
if robust_kernel is not None:
edge.set_robust_kernel(robust_kernel)
super().add_edge(edge)

def get_pose(self, id):
return self.vertex(id).estimate()


pose_graph = PoseGraphOptimization()
pose_file = open('sphere.g2o')
line = pose_file.readline()

while line:

data = line.split(' ')

if( data[0]=='VERTEX_SE3:QUAT' ):

pose_id = int(data[1])
pose_info = np.array( [float(i) for i in data[2:9]] )

# print(pose_id,pose_info)

q = g2o.Quaternion(pose_info[6],pose_info[3],pose_info[4],pose_info[5])
t = g2o.Isometry3d(q,pose_info[0:3])

pose_graph.add_vertex(pose_id,t)

if( data[0]=='EDGE_SE3:QUAT' ):

pose_id_left = int(data[1])
pose_id_righ = int(data[2])
pose_info = np.array( [float(i) for i in data[3:10]] )


q = g2o.Quaternion(pose_info[6],pose_info[3],pose_info[4],pose_info[5])
t = g2o.Isometry3d(q,pose_info[0:3])

pose_graph.add_edge([pose_id_left,pose_id_righ],t)

line = pose_file.readline()

pose_file.close()

pose_graph.optimize(20)
pose_graph.save('result.g2o')
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