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Convert Octree Volumes to Regular Volumes
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# -*- coding: utf-8 -*- | |
# @Author: hzxie | |
# @Date: 2019-10-07 20:20:08 | |
# @Last Modified by: hzxie | |
# @Last Modified time: 2019-10-07 20:27:23 | |
# @Email: [email protected] | |
import binvox_rw | |
import math | |
import numpy as np | |
import os | |
from tqdm import tqdm | |
def morton3d(x, y, z): | |
x = (x | (x << 16)) & 0x030000FF | |
x = (x | (x << 8)) & 0x0300F00F | |
x = (x | (x << 4)) & 0x030C30C3 | |
x = (x | (x << 2)) & 0x09249249 | |
y = (y | (y << 16)) & 0x030000FF | |
y = (y | (y << 8)) & 0x0300F00F | |
y = (y | (y << 4)) & 0x030C30C3 | |
y = (y | (y << 2)) & 0x09249249 | |
z = (z | (z << 16)) & 0x030000FF | |
z = (z | (z << 8)) & 0x0300F00F | |
z = (z | (z << 4)) & 0x030C30C3 | |
z = (z | (z << 2)) & 0x09249249 | |
return np.uint32(x | (y << 1) | (z << 2)) | |
def inverse_morton3d(z): | |
x = z & 0x09249249 | |
y = (z >> 1) & 0x09249249 | |
z = (z >> 2) & 0x09249249 | |
x = ((x >> 2) | x) & 0x030C30C3 | |
x = ((x >> 4) | x) & 0x0300F00F | |
x = ((x >> 8) | x) & 0x030000FF | |
x = ((x >> 16) | x) & 0x000003FF | |
y = ((y >> 2) | y) & 0x030C30C3 | |
y = ((y >> 4) | y) & 0x0300F00F | |
y = ((y >> 8) | y) & 0x030000FF | |
y = ((y >> 16) | y) & 0x000003FF | |
z = ((z >> 2) | z) & 0x030C30C3 | |
z = ((z >> 4) | z) & 0x0300F00F | |
z = ((z >> 8) | z) & 0x030000FF | |
z = ((z >> 16) | z) & 0x000003FF | |
return x, y, z | |
def max_level(): | |
return 4 * 8 // 3 | |
def min_level(): | |
return 0 | |
def clz(x): | |
return (bin(x)[2:].zfill(32)+'1').index('1') | |
def compute_level(key): | |
return (max_level() * 3 - clz(key) + 1) // 3 | |
def compute_key(x, y, z, l): | |
return morton3d(np.uint32(x), np.uint32(y), np.uint32(z)) \ | |
| (np.uint32(1) << 3 * l) | |
def compute_coord(key): | |
l = compute_level(key) | |
x, y, z = inverse_morton3d(key & ~(np.uint32(1) << l * 3)) | |
return x, y, z, l | |
def import_ot(file_name): | |
output_model = {} | |
max_level = 0 | |
with open(file_name) as f: | |
content = f.readlines() | |
parts = content[0].split(" ") | |
for i in range(9, len(parts), 2): | |
output_model[parts[i]] = parts[i+1] | |
lev = compute_level(np.uint32(parts[i])) | |
if lev > max_level: | |
max_level = lev | |
return output_model, pow(2, max_level) | |
def octree_to_voxel_grid(ot, resolution): | |
output = np.zeros((resolution, resolution, resolution)) | |
max_level = np.uint32(math.log(resolution, 2)) | |
for key in ot: | |
l = compute_level(np.uint32(key)) | |
code = (np.uint32(key) & ~(np.uint32(1) << l * 3)) \ | |
<< (max_level - l) * 3 | |
x, y, z = inverse_morton3d(code) | |
cube_len = np.uint32(pow(2, max_level - l)) | |
for i in range(0, cube_len): | |
for j in range(0, cube_len): | |
for k in range(0, cube_len): | |
if ot[key] == "1": | |
output[x+i, y+j, z+k] = 1 | |
return output | |
def main(): | |
SRC_FOLDER = '/home/hzxie/Desktop/Pix2Vox-Experiemental-Results/Single-view-Reconstruction-Comparison/OGN-Octree' | |
DST_FOLDER = '/home/hzxie/Desktop/Pix2Vox-Experiemental-Results/Single-view-Reconstruction-Comparison/OGN' | |
files = os.listdir(SRC_FOLDER) | |
for f in tqdm(files, leave=False): | |
ot, resolution = import_ot(os.path.join(SRC_FOLDER, f)) | |
vox = octree_to_voxel_grid(ot, resolution) | |
with open(os.path.join(DST_FOLDER, '%s.binvox' % f[:-3]), 'wb') as f: | |
vox = binvox_rw.Voxels(vox, (32,) * 3, (0,) * 3, 1, 'xyz') | |
vox.write(f) | |
if __name__ == '__main__': | |
main() |
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