Paper datasets and figures

All experiments setup

Run all experimerimens and generate all data

Figures generator script

  • Dataset1 was used for generating image stacks that were measured on the micro-CT console.
  • Dataset2 was used for generating image stacks for comparing known surfaces and volumes with numerically estimated surfaces and volumes.
  • Dataset3 was used for generating image stacks for estimating the sensitivity of the estimates upon various numbers of objects and resolution of the measurement.

Preview Dataset 1


In [4]:
import pandas as pd
pd.read_csv("../data/Dataset1.csv")


Out[4]:
Unnamed: 0 config appearance force_rewrite config appearance noise_preview config appearance show_aposteriori_surface config appearance skip_volume_generation config appearance surface_3d_preview config areasampling areasize_mm config areasampling areasize_px config areasampling voxelsize_mm config filepattern ... measurement_resolution length_distribution_mean radius_distribution_mean element_number element number measurement resolution step 1 time [s] step 2 time [s] total time [s] radius method
0 0 False False True False False [10.0, 10.0, 10.0] [20.0, 20.0, 20.0] [0.5, 0.5, 0.5] ~/teigen_data/teigen_resolution_mm_0.5_{series... ... 35 3.0 0.2 30.0 30.0 35 102.029161 NaN NaN inscribed
1 1 False False True False False [10.0, 10.0, 10.0] [20.0, 20.0, 20.0] [0.5, 0.5, 0.5] ~/teigen_data/teigen_resolution_mm_0.5_{series... ... 35 3.0 0.2 30.0 30.0 35 102.029161 0.361223 102.390384 inscribed
2 2 False False True False False [10.0, 10.0, 10.0] [25.0, 25.0, 25.0] [0.4, 0.4, 0.4] ~/teigen_data/teigen_resolution_mm_0.4_{series... ... 35 3.0 0.2 30.0 30.0 35 97.035680 0.361223 97.396903 inscribed
3 3 False False True False False [10.0, 10.0, 10.0] [25.0, 25.0, 25.0] [0.4, 0.4, 0.4] ~/teigen_data/teigen_resolution_mm_0.4_{series... ... 35 3.0 0.2 30.0 30.0 35 97.035680 0.289337 97.325017 inscribed
4 4 False False True False False [10.0, 10.0, 10.0] [33.333333333333336, 33.333333333333336, 33.33... [0.3, 0.3, 0.3] ~/teigen_data/teigen_resolution_mm_0.3_{series... ... 35 3.0 0.2 30.0 30.0 35 96.892248 0.289337 97.181585 inscribed
5 5 False False True False False [10.0, 10.0, 10.0] [33.333333333333336, 33.333333333333336, 33.33... [0.3, 0.3, 0.3] ~/teigen_data/teigen_resolution_mm_0.3_{series... ... 35 3.0 0.2 30.0 30.0 35 96.892248 0.317081 97.209329 inscribed
6 6 False False True False False [10.0, 10.0, 10.0] [50.0, 50.0, 50.0] [0.2, 0.2, 0.2] ~/teigen_data/teigen_resolution_mm_0.2_{series... ... 35 3.0 0.2 30.0 30.0 35 97.318284 0.317081 97.635365 inscribed
7 7 False False True False False [10.0, 10.0, 10.0] [50.0, 50.0, 50.0] [0.2, 0.2, 0.2] ~/teigen_data/teigen_resolution_mm_0.2_{series... ... 35 3.0 0.2 30.0 30.0 35 97.318284 0.397767 97.716051 inscribed
8 8 False False True False False [10.0, 10.0, 10.0] [100.0, 100.0, 100.0] [0.1, 0.1, 0.1] ~/teigen_data/teigen_resolution_mm_0.1_{series... ... 35 3.0 0.2 30.0 30.0 35 96.918674 0.397767 97.316441 inscribed
9 9 False False True False False [10.0, 10.0, 10.0] [100.0, 100.0, 100.0] [0.1, 0.1, 0.1] ~/teigen_data/teigen_resolution_mm_0.1_{series... ... 35 3.0 0.2 30.0 30.0 35 96.918674 0.938781 97.857455 inscribed
10 10 False False True False False [10.0, 10.0, 10.0] [125.0, 125.0, 125.0] [0.08, 0.08, 0.08] ~/teigen_data/teigen_resolution_mm_0.08_{serie... ... 35 3.0 0.2 30.0 30.0 35 96.829405 0.938781 97.768186 inscribed
11 11 False False True False False [10.0, 10.0, 10.0] [125.0, 125.0, 125.0] [0.08, 0.08, 0.08] ~/teigen_data/teigen_resolution_mm_0.08_{serie... ... 35 3.0 0.2 30.0 30.0 35 96.829405 1.478866 98.308271 inscribed
12 12 False False True False False [10.0, 10.0, 10.0] [166.66666666666669, 166.66666666666669, 166.6... [0.06, 0.06, 0.06] ~/teigen_data/teigen_resolution_mm_0.06_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.440779 1.478866 98.919645 inscribed
13 13 False False True False False [10.0, 10.0, 10.0] [166.66666666666669, 166.66666666666669, 166.6... [0.06, 0.06, 0.06] ~/teigen_data/teigen_resolution_mm_0.06_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.440779 2.812142 100.252921 inscribed
14 14 False False True False False [10.0, 10.0, 10.0] [250.0, 250.0, 250.0] [0.04, 0.04, 0.04] ~/teigen_data/teigen_resolution_mm_0.04_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.323766 2.812142 100.135908 inscribed
15 15 False False True False False [10.0, 10.0, 10.0] [250.0, 250.0, 250.0] [0.04, 0.04, 0.04] ~/teigen_data/teigen_resolution_mm_0.04_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.323766 7.848592 105.172358 inscribed
16 16 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_resolution_mm_0.02_{serie... ... 35 3.0 0.2 30.0 30.0 35 96.857036 7.848592 104.705628 inscribed
17 17 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_resolution_mm_0.02_{serie... ... 35 3.0 0.2 30.0 30.0 35 96.857036 58.040634 154.897670 inscribed
18 18 False False True False False [10.0, 10.0, 10.0] [1000.0, 1000.0, 1000.0] [0.01, 0.01, 0.01] ~/teigen_data/teigen_resolution_mm_0.01_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.096028 58.040634 155.136662 inscribed
19 19 False False True False False [10.0, 10.0, 10.0] [1000.0, 1000.0, 1000.0] [0.01, 0.01, 0.01] ~/teigen_data/teigen_resolution_mm_0.01_{serie... ... 35 3.0 0.2 30.0 30.0 35 97.096028 517.954692 615.050720 inscribed
20 20 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_5_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 90.344646 517.954692 608.299338 inscribed
21 21 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_5_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 90.344646 44.010336 134.354982 inscribed
22 22 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_4_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.403762 44.010336 136.414098 inscribed
23 23 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_4_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.403762 45.396101 137.799863 inscribed
24 24 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_3_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.377522 45.396101 137.773623 inscribed
25 25 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_3_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.377522 40.605424 132.982946 inscribed
26 26 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_2_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 91.387962 40.605424 131.993386 inscribed
27 27 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_2_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 91.387962 43.358838 134.746800 inscribed
28 28 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_1_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.659242 43.358838 136.018080 inscribed
29 29 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_isotropy_1_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 92.659242 48.216083 140.875325 inscribed
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
91 91 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_0.8_{seriesn:03d}/... ... 35 0.8 0.2 30.0 30.0 35 88.135182 19.824792 107.959974 inscribed
92 92 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_1.0_{seriesn:03d}/... ... 35 1.0 0.2 30.0 30.0 35 89.444545 19.824792 109.269337 inscribed
93 93 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_1.0_{seriesn:03d}/... ... 35 1.0 0.2 30.0 30.0 35 89.444545 22.041012 111.485557 inscribed
94 94 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_2.0_{seriesn:03d}/... ... 35 2.0 0.2 30.0 30.0 35 93.765888 22.041012 115.806900 inscribed
95 95 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_2.0_{seriesn:03d}/... ... 35 2.0 0.2 30.0 30.0 35 93.765888 33.856280 127.622168 inscribed
96 96 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_3.0_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 96.243952 33.856280 130.100232 inscribed
97 97 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_3.0_{seriesn:03d}/... ... 35 3.0 0.2 30.0 30.0 35 96.243952 57.199767 153.443719 inscribed
98 98 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_4.0_{seriesn:03d}/... ... 35 4.0 0.2 30.0 30.0 35 99.982460 57.199767 157.182227 inscribed
99 99 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_length_4.0_{seriesn:03d}/... ... 35 4.0 0.2 30.0 30.0 35 99.982460 92.011967 191.994427 inscribed
100 100 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_20_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 96.139334 92.011967 188.151301 inscribed
101 101 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_20_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 96.139334 160.093097 256.232431 inscribed
102 102 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_40_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 97.079383 160.093097 257.172480 inscribed
103 103 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_40_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 97.079383 156.120256 253.199639 inscribed
104 104 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_60_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 96.832226 156.120256 252.952482 inscribed
105 105 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_60_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 96.832226 155.569866 252.402092 inscribed
106 106 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_80_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 97.040945 155.569866 252.610811 inscribed
107 107 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_80_{seriesn:03d}/da... ... 35 3.0 0.2 30.0 30.0 35 97.040945 156.536638 253.577583 inscribed
108 108 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_100_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.680970 156.536638 253.217608 inscribed
109 109 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_100_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.680970 157.604561 254.285531 inscribed
110 110 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_120_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.731861 157.604561 254.336422 inscribed
111 111 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_120_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.731861 157.907954 254.639815 inscribed
112 112 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_140_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.352973 157.907954 254.260927 inscribed
113 113 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_140_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.352973 158.478815 254.831788 inscribed
114 114 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_160_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.644924 158.478815 255.123739 inscribed
115 115 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_160_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.644924 158.752477 255.397401 inscribed
116 116 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_200_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.431128 158.752477 255.183605 inscribed
117 117 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_200_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.431128 158.969398 255.400526 inscribed
118 118 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_220_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.697493 158.969398 255.666891 inscribed
119 119 False False True False False [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] ~/teigen_data/teigen_noise_220_{seriesn:03d}/d... ... 35 3.0 0.2 30.0 30.0 35 96.697493 157.744058 254.441551 inscribed
120 11547 False False False True True [10.0, 10.0, 10.0] [500.0, 500.0, 500.0] [0.02, 0.02, 0.02] /home/mjirik/teigen_data/teigen_radius_0.1_{se... ... 35 3.0 0.1 30.0 30.0 35 140.440047 NaN NaN inscribed

121 rows × 129 columns


In [ ]: