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# Depth scale (constant) to convert mm to m vice-versa | ||
DEPTH_SCALE = 1000 | ||
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# JSON file of camera intrinsics | ||
JSON_FILE = "camera.json" | ||
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# Output file name | ||
PCD_FILENAME = "output_py.pcd" |
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from PIL import Image | ||
from numpy import asarray | ||
from constants import * | ||
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from rgbd2pointcloud import RGBD2Pointcloud | ||
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if __name__ == "__main__": | ||
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# Inputs | ||
# Read color image | ||
color = Image.open("redwood_847.png") | ||
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# Read depth image | ||
depth = Image.open("redwood_847d.png") | ||
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# Convert to nnumpy array | ||
color = asarray(color) | ||
depth = asarray(depth) | ||
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# Convert RGBD to point cloud and write | ||
# Object files | ||
pcd = RGBD2Pointcloud(JSON_FILE, color, depth, DEPTH_SCALE) | ||
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# Get the XYZ annd RGB files | ||
xyzRGB = pcd.xyz_rgb() | ||
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# Write to point cloud file | ||
pcd.write2file(xyzRGB, PCD_FILENAME) |
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import open3d as o3d | ||
import numpy as np | ||
import json | ||
import os | ||
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from PIL import Image | ||
from numpy import asarray | ||
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# ---------------------------------------------------------------------------------------------------------- | ||
# Inputs | ||
# ---------------------------------------------------------------------------------------------------------- | ||
# Read color image | ||
color = Image.open("redwood_847.png") | ||
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# Read depth image | ||
depth = Image.open("redwood_847d.png") | ||
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# Depth scale (constant) to convert mm to m vice-versa | ||
depth_scale = 1000 | ||
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# JSON file of camera intrinsics | ||
json_file = 'camera.json' | ||
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# Output file name | ||
pcd_filename = 'output_py.pcd' | ||
import numpy as np | ||
import open3d as o3d | ||
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# Convert to nnumpy array | ||
color = asarray(color) | ||
depth = asarray(depth) | ||
from constants import JSON_FILE | ||
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# ---------------------------------------------------------------------------------------------------------- | ||
# RGBD to pointcloud class | ||
# ---------------------------------------------------------------------------------------------------------- | ||
class RGBD2Pointcloud: | ||
# Constructor | ||
def __init__(self, json_filename, color_image, depth_image, depth_scale = 1000): | ||
self.json_filename = json_filename | ||
self.depth_scale = depth_scale | ||
self.color_image = np.reshape(np.array(color_image), (-1,3), order='C') | ||
self.depth_image = np.reshape(np.array(depth_image), -1, order='C') | ||
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def __init__( | ||
self, | ||
json_filename: str, | ||
color_image: np.uint8, | ||
depth_image: np.uint16, | ||
depth_scale: int = 1000, | ||
) -> None: | ||
"""Init xyz | ||
Args: | ||
json_filename (str): _description_ | ||
color_image (np.uint8): _description_ | ||
depth_image (np.uint8): _description_ | ||
depth_scale (int, optional): _description_. Defaults to 1000. | ||
""" | ||
self.json_filename = json_filename | ||
self.depth_scale = depth_scale | ||
self.color_image = np.reshape(np.array(color_image), (-1, 3), order="C") | ||
self.depth_image = np.reshape(np.array(depth_image), -1, order="C") | ||
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# Camera intrinsics | ||
def __get_camera_intrincs(self): | ||
camera_intrinsic = json.load(open(json_file)) | ||
cx = camera_intrinsic['cx'] | ||
cy = camera_intrinsic['cy'] | ||
fx = camera_intrinsic['fx'] | ||
fy = camera_intrinsic['fy'] | ||
width = camera_intrinsic['width'] | ||
height = camera_intrinsic['height'] | ||
@staticmethod | ||
def __get_camera_intrincs(): | ||
"""_summary_ | ||
Returns: | ||
_type_: _description_ | ||
""" | ||
camera_intrinsic = json.load(open(JSON_FILE)) | ||
cx = camera_intrinsic["cx"] | ||
cy = camera_intrinsic["cy"] | ||
fx = camera_intrinsic["fx"] | ||
fy = camera_intrinsic["fy"] | ||
width = camera_intrinsic["width"] | ||
height = camera_intrinsic["height"] | ||
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return cx, cy, fx, fy, width, height | ||
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# XYZ and RGB data | ||
def xyz_rgb(self): | ||
"""_summary_ | ||
Returns: | ||
_type_: _description_ | ||
""" | ||
cx, cy, fx, fy, width, height = self.__get_camera_intrincs() | ||
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xx = np.arange(0, width) | ||
yy = np.arange(0, height) | ||
xv, yv = np.meshgrid(xx, yy) | ||
u = np.reshape(xv, -1, order='C') | ||
v = np.reshape(yv, -1, order='C') | ||
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u = np.reshape(xv, -1, order="C") | ||
v = np.reshape(yv, -1, order="C") | ||
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z = self.depth_image / self.depth_scale | ||
x = (u - cx) * z / fx | ||
y = (v - cy) * z / fy | ||
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xyzRGB = np.concatenate((np.vstack((x, y, z)).T, | ||
self.color_image), axis=1) | ||
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xyzRGB = np.concatenate((np.vstack((x, y, z)).T, self.color_image), axis=1) | ||
return xyzRGB | ||
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# Write the point cloud data | ||
def write2file(self, xyzRGB, file_name): | ||
@staticmethod | ||
def write2file(xyzRGB: np.float32, file_name: str): | ||
"""_summary_ | ||
Args: | ||
xyzRGB (_type_): _description_ | ||
file_name (_type_): _description_ | ||
""" | ||
pcd = o3d.geometry.PointCloud() | ||
pcd.points = o3d.utility.Vector3dVector(xyzRGB[:,0:3]) | ||
pcd.colors = o3d.utility.Vector3dVector(xyzRGB[:,3:6] / 255.0) | ||
pcd.points = o3d.utility.Vector3dVector(xyzRGB[:, 0:3]) | ||
pcd.colors = o3d.utility.Vector3dVector(xyzRGB[:, 3:6] / 255.0) | ||
o3d.io.write_point_cloud(file_name, pcd) | ||
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# ---------------------------------------------------------------------------------------------------------- | ||
# Convert RGBD to point cloud and write | ||
# ---------------------------------------------------------------------------------------------------------- | ||
# Object files | ||
pcd = RGBD2Pointcloud(json_file, color, depth, depth_scale) | ||
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# Get the XYZ annd RGB files | ||
xyzRGB = pcd.xyz_rgb() | ||
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# Write to point cloud file | ||
pcd.write2file(xyzRGB, pcd_filename) | ||
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