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0 0.644201 0.563749 0.604232 0.561398 0.583072 0.557286 0.550940 0.543184 0.545455 0.542009 0.533307 0.533490 0.532524 0.531140 0.517633 0.518801 0.505878 0.501175 0.492555 0.467685 0.490204 0.445358 0.496473 0.423619 0.513715 0.396592 0.532524 0.375441 0.549373 0.361633 0.568966 0.349882 0.583856 0.344007 0.626176 0.3... |
1 0.458638 0.563107 0.425258 0.575075 0.419453 0.590308 0.413648 0.613157 0.415099 0.638182 0.432515 0.659943 0.473151 0.667559 0.503628 0.652326 0.512336 0.620773 0.513787 0.592484 0.502177 0.571811 0.484761 0.560930 |
0 0.444444 0.343490 0.397222 0.341927 0.368519 0.337240 0.353704 0.331510 0.334259 0.326823 0.288889 0.307031 0.276852 0.299219 0.269907 0.296875 0.253241 0.284896 0.243056 0.273438 0.231944 0.253125 0.227315 0.248958 0.220833 0.231250 0.220833 0.205208 0.226389 0.189583 0.235648 0.173958 0.250463 0.157812 0.257870 0.1... |
1 0.448881 0.460938 0.419946 0.464193 0.392940 0.475043 0.373650 0.502170 0.350502 0.521701 0.340856 0.549913 0.346644 0.574870 0.365934 0.594401 0.385224 0.606337 0.441165 0.620443 0.495177 0.616102 0.539545 0.590061 0.549190 0.554253 0.558835 0.514106 0.549190 0.482639 0.522184 0.470703 0.485532 0.463108 |
0 0.482474 0.477880 0.451389 0.475802 0.426918 0.468379 0.399471 0.455315 0.384921 0.444923 0.368221 0.428147 0.356978 0.412114 0.345734 0.383314 0.341766 0.363124 0.341766 0.346496 0.344742 0.330166 0.352679 0.307007 0.361276 0.291271 0.377149 0.271675 0.391204 0.259353 0.403770 0.251039 0.426587 0.240053 0.440476 0.2... |
1 0.321796 0.668250 0.304649 0.675948 0.291177 0.692443 0.288727 0.708938 0.289952 0.734231 0.302200 0.749626 0.323021 0.759523 0.354865 0.765022 0.380585 0.750726 0.387934 0.730932 0.385484 0.707838 0.374461 0.690244 0.351190 0.674848 0.340168 0.672649 |
0 0.529630 0.347135 0.493519 0.344531 0.453704 0.336198 0.417593 0.322656 0.384722 0.303646 0.368981 0.290104 0.354167 0.271875 0.345833 0.245312 0.344907 0.216667 0.351389 0.189583 0.360648 0.173437 0.376389 0.156771 0.404630 0.137760 0.434259 0.124740 0.475000 0.115365 0.513889 0.109635 0.555556 0.108594 0.597222 0.1... |
1 0.489390 0.395833 0.445023 0.400174 0.412230 0.403429 0.379437 0.418620 0.360147 0.426215 0.336998 0.442491 0.319637 0.465278 0.309992 0.484809 0.302276 0.522786 0.302276 0.555339 0.323495 0.594401 0.362076 0.617188 0.416088 0.632378 0.466242 0.636719 0.547261 0.632378 0.599344 0.611762 0.630208 0.579210 0.647569 0.5... |
0 0.490927 0.385459 0.466062 0.384955 0.446237 0.381426 0.423723 0.373362 0.400874 0.360005 0.383569 0.345766 0.368784 0.329133 0.360719 0.314768 0.356015 0.292339 0.356351 0.271421 0.361391 0.253276 0.371472 0.236139 0.385249 0.220766 0.408266 0.204259 0.423387 0.197203 0.447581 0.189894 0.470766 0.186618 0.494624 0.1... |
1 0.340025 0.494521 0.319571 0.512053 0.315188 0.543829 0.322493 0.573413 0.350251 0.584371 0.380932 0.563552 0.385314 0.539446 0.382392 0.507670 0.364861 0.495617 |
0 0.409946 0.382939 0.376680 0.381174 0.347110 0.373614 0.328629 0.365549 0.302587 0.347026 0.274026 0.318548 0.259241 0.296623 0.254536 0.283770 0.251512 0.256804 0.255208 0.232611 0.263609 0.213962 0.283098 0.189516 0.306452 0.172001 0.329973 0.159904 0.360551 0.149824 0.392809 0.144279 0.421707 0.143775 0.446909 0.1... |
1 0.246523 0.526297 0.236296 0.546020 0.234835 0.569031 0.253828 0.582179 0.287430 0.577796 0.288891 0.549308 0.284508 0.527393 0.266976 0.526297 |
0 0.553571 0.499132 0.528439 0.498636 0.510251 0.494172 0.490079 0.487227 0.470899 0.475570 0.462798 0.468998 0.453869 0.459325 0.447255 0.448661 0.443287 0.438492 0.440642 0.415427 0.441964 0.396577 0.446925 0.382688 0.451224 0.375248 0.462467 0.361359 0.471726 0.353919 0.486442 0.344122 0.502646 0.337178 0.525463 0.3... |
1 0.323383 0.636409 0.306848 0.663465 0.308351 0.709686 0.363967 0.720960 0.397036 0.691649 0.398539 0.649937 0.366973 0.631899 |
0 0.539081289081289 0.2672032828282828 0.229978354978355 0.18150252525252528 |
1 0.44438431938431944 0.6076614357864357 0.16083453583453589 0.11160714285714286 |
2 0.4346139971139971 0.6048430735930737 0.12025012025012036 0.08567821067821069 |
0 0.469246 0.440848 0.446759 0.439856 0.427579 0.435888 0.410384 0.428199 0.396825 0.420263 0.384425 0.408234 0.374504 0.395833 0.365245 0.378472 0.361607 0.363343 0.361607 0.350942 0.364583 0.337798 0.372851 0.321429 0.384755 0.308036 0.400463 0.296751 0.416997 0.289062 0.438492 0.283110 0.458664 0.281126 0.475198 0.2... |
1 0.341420 0.669102 0.403048 0.689394 0.436117 0.648810 0.410564 0.600334 0.344426 0.610480 0.333905 0.643173 |
0 0.765377 0.756118 0.729663 0.749835 0.713294 0.740906 0.689980 0.721065 0.666171 0.693618 0.650174 0.671958 0.630828 0.631614 0.626364 0.613426 0.622892 0.577712 0.622644 0.560847 0.625372 0.533069 0.630828 0.509590 0.639013 0.486772 0.655878 0.454696 0.681548 0.423776 0.704117 0.407573 0.720982 0.400628 0.748264 0.3... |
1 0.443370 0.531966 0.423528 0.534171 0.415261 0.541887 0.405341 0.561728 0.396247 0.588183 0.390460 0.612434 0.399554 0.674162 0.413608 0.705026 0.439236 0.735891 0.464864 0.743607 0.497933 0.741402 0.513641 0.714947 0.526868 0.697310 0.531829 0.670855 0.532655 0.635582 0.526868 0.593695 0.516121 0.568342 0.499587 0.5... |
0 0.403770 0.569072 0.382606 0.568576 0.358135 0.564608 0.338294 0.557168 0.318783 0.545759 0.306713 0.535714 0.298115 0.525794 0.290840 0.513393 0.287202 0.503720 0.285218 0.490327 0.286210 0.473462 0.291171 0.458085 0.298115 0.446429 0.312665 0.431300 0.322421 0.423735 0.336971 0.415799 0.353505 0.409350 0.374669 0.4... |
1 0.308351 0.683757 0.342923 0.714196 0.404551 0.697285 0.403048 0.653319 0.372986 0.629645 0.336911 0.618371 0.303842 0.628517 0.294823 0.664592 |
2 0.321880 0.667974 0.329395 0.681503 0.344426 0.689394 0.351942 0.671356 0.333905 0.658956 |
0 0.495701 0.432912 0.473214 0.431920 0.433532 0.423983 0.402116 0.414559 0.384921 0.406622 0.360284 0.388889 0.345403 0.373264 0.329861 0.347966 0.322255 0.321925 0.322255 0.297619 0.327216 0.275546 0.340112 0.251488 0.359954 0.228671 0.384921 0.210689 0.414352 0.197297 0.447751 0.188864 0.469907 0.186384 0.498016 0.1... |
1 0.281295 0.510146 0.267767 0.524802 0.257245 0.539457 0.258748 0.564259 0.272276 0.578914 0.299333 0.593570 0.324886 0.598079 0.353445 0.591315 0.365470 0.575532 0.375992 0.557495 0.375992 0.546221 0.369980 0.532693 0.362464 0.520292 0.350439 0.514655 0.324886 0.512401 0.308351 0.511273 0.302339 0.510146 |
0 0.510913 0.464410 0.486442 0.462922 0.451720 0.455729 0.418155 0.439484 0.416171 0.436508 0.398975 0.423859 0.388393 0.412946 0.374835 0.393849 0.365245 0.369296 0.363261 0.345734 0.366898 0.322917 0.373843 0.307044 0.392030 0.282490 0.415675 0.265501 0.435516 0.254836 0.451389 0.248884 0.489749 0.241195 0.521495 0.2... |
1 0.273779 0.660083 0.261754 0.672484 0.260251 0.687139 0.260251 0.701795 0.264761 0.715323 0.285804 0.731106 0.308351 0.734488 0.330898 0.733360 0.339917 0.718705 0.351942 0.696158 0.345930 0.671356 0.330898 0.661210 0.311358 0.655574 0.290314 0.655574 |
0 0.452050 0.380084 0.423942 0.378348 0.396164 0.373636 0.337963 0.351066 0.314319 0.334821 0.275628 0.294147 0.260086 0.271825 0.253803 0.252232 0.250496 0.217262 0.252480 0.197421 0.260417 0.173859 0.274967 0.150794 0.289517 0.135169 0.305060 0.122520 0.334987 0.103547 0.370040 0.089906 0.400794 0.082217 0.433201 0.0... |
0 0.506614 0.464162 0.478505 0.463666 0.452050 0.459449 0.439484 0.455233 0.409392 0.439856 0.389054 0.423859 0.376488 0.407986 0.368552 0.393849 0.362269 0.368304 0.363591 0.348958 0.373181 0.322669 0.387731 0.297619 0.404266 0.281250 0.419974 0.270461 0.436177 0.262029 0.462963 0.253844 0.481812 0.250372 0.497354 0.2... |
1 0.308351 0.634154 0.296326 0.631899 0.296326 0.620626 0.291817 0.608225 0.287308 0.599206 0.272276 0.589060 0.269270 0.574405 0.270773 0.558622 0.284301 0.547348 0.302339 0.536075 0.317370 0.531566 0.348936 0.532693 0.365470 0.537202 0.378998 0.549603 0.391023 0.565386 0.395533 0.573277 0.395533 0.589060 0.389520 0.5... |
0 0.500868 0.425673 0.471354 0.424154 0.451389 0.420464 0.416377 0.407444 0.401042 0.398980 0.374855 0.378906 0.360388 0.362847 0.349682 0.343750 0.343895 0.317491 0.345341 0.297743 0.352865 0.275174 0.369358 0.251085 0.385561 0.236111 0.408854 0.221029 0.427951 0.212565 0.447338 0.206489 0.466725 0.202582 0.481771 0.2... |
0 0.482527 0.252142 0.464382 0.251890 0.447581 0.249370 0.420363 0.240045 0.405242 0.230721 0.384913 0.212450 0.369456 0.194052 0.361391 0.176663 0.359375 0.163306 0.360383 0.143145 0.365759 0.127016 0.376176 0.109879 0.391297 0.095262 0.408266 0.084047 0.420027 0.077999 0.435148 0.072203 0.451277 0.068170 0.472782 0.0... |
1 0.378010 0.334546 0.360478 0.333450 0.357556 0.342216 0.348790 0.352077 0.344407 0.368513 0.353173 0.386045 0.369244 0.399194 0.386775 0.407959 0.410151 0.407959 0.432065 0.397002 0.440831 0.378375 0.439370 0.365226 0.420378 0.353173 0.404307 0.343312 0.395541 0.340025 |
0 0.443452 0.389261 0.388889 0.385045 0.371362 0.381076 0.335317 0.367436 0.315476 0.356275 0.290840 0.337302 0.274636 0.319196 0.259755 0.293403 0.253803 0.271825 0.252149 0.254216 0.255787 0.222718 0.266369 0.197421 0.284226 0.173859 0.310516 0.151662 0.340608 0.134797 0.373016 0.123636 0.400794 0.118676 0.416667 0.1... |
1 0.285804 0.581169 0.293320 0.589060 0.317370 0.600334 0.341420 0.602588 0.365470 0.592442 0.372986 0.573277 0.369980 0.564259 0.353445 0.551858 0.332401 0.547348 0.318873 0.546221 0.300836 0.550731 0.291817 0.559749 0.279792 0.568768 |
0 0.140625 0.776378 0.119204 0.774698 0.099042 0.766633 0.079889 0.752520 0.062626 0.732527 0.046245 0.701613 0.041457 0.685820 0.036416 0.658602 0.035660 0.626344 0.037172 0.611559 0.040701 0.595766 0.046749 0.579301 0.055066 0.564516 0.067288 0.548891 0.087954 0.532426 0.100302 0.527722 0.103579 0.524026 0.107611 0.5... |
1 0.419775 0.726254 0.415575 0.716174 0.408854 0.709453 0.392893 0.703853 0.383653 0.707213 0.374412 0.720654 0.367692 0.736335 0.371052 0.753136 0.376932 0.767697 0.387013 0.778898 0.400454 0.784498 0.415575 0.786738 0.424815 0.785618 0.434056 0.773297 0.433216 0.749776 0.426495 0.741935 |
0 0.541331 0.208291 0.512433 0.207535 0.494288 0.205015 0.463038 0.193926 0.443380 0.181200 0.427587 0.164567 0.419859 0.151462 0.413810 0.127772 0.411794 0.107611 0.412130 0.086694 0.416163 0.074345 0.426579 0.056452 0.440356 0.041583 0.454637 0.031376 0.487231 0.017263 0.499664 0.014491 0.531586 0.010711 0.546035 0.0... |
1 0.328337 0.371800 0.328337 0.355365 0.340025 0.342216 0.359017 0.325780 0.380932 0.321397 0.405768 0.324684 0.423299 0.325780 0.449597 0.336737 0.462745 0.344407 0.484660 0.360843 0.496348 0.378375 0.496348 0.404672 0.489043 0.426587 0.483199 0.446310 0.464206 0.459458 0.440831 0.472607 0.418917 0.479181 0.399924 0.4... |
0 0.557460 0.289693 0.525202 0.288432 0.509409 0.284904 0.486559 0.276084 0.471606 0.267389 0.443380 0.239667 0.430948 0.222782 0.423555 0.204889 0.422211 0.183468 0.424227 0.164567 0.433972 0.140625 0.448757 0.122732 0.465726 0.108745 0.486895 0.096396 0.510753 0.087324 0.533938 0.082283 0.561492 0.080015 0.588038 0.0... |
0 0.511425 0.236013 0.487903 0.235005 0.470766 0.232485 0.442540 0.222404 0.426747 0.214592 0.414819 0.205645 0.399698 0.190272 0.391633 0.177671 0.385585 0.157258 0.384577 0.125252 0.386257 0.110635 0.391633 0.094758 0.408098 0.072329 0.420363 0.061870 0.439852 0.050277 0.465390 0.042213 0.489583 0.038432 0.513777 0.0... |
1 0.249445 0.383853 0.255289 0.369609 0.261133 0.361939 0.277203 0.350982 0.293274 0.342216 0.316649 0.340025 0.341486 0.338929 0.353173 0.338929 0.375088 0.345503 0.394080 0.358652 0.399924 0.367418 0.404307 0.382758 0.402846 0.399194 0.397002 0.413438 0.386775 0.430969 0.375088 0.444118 0.363400 0.461650 0.344407 0.4... |
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MediPPD
MediPPD contains images and annotations used by the main MediPPD experiment for automated interpretation of purified protein derivative (PPD) skin tests. Public release of the source images has been authorized by the data owner.
Dataset summary
- Total image cases: 554
- Training cases: 443
- Validation cases: 111
- Bottle-cap cases: 553
- Red/swollen reaction cases: 383
- Blister cases: 20
- Necrosis cases: 15
- Double-ring cases: 17
The five image labels are multi-label and may overlap within one case. The original train/validation split is preserved.
The complete dataset contains 2,216 images. To request access, please contact the authors of the paper.
Files
ppd553_patient_info.csv
ppd553_seg/
data.yaml
images/train/*.(jpg|png)
images/val/*.(jpg|png)
labels/train/*.txt
labels/val/*.txt
stats.json
The CSV contains only the anonymous image name, split, and clinical fields required by the public MediPPD main-experiment code. Direct identifiers, dates, source paths, source filenames, and matching keys are excluded from the structured metadata. Image files use anonymous case identifiers and metadata-bearing JPEG/PNG segments are removed without recompressing image data.
Some source photographs contain visible paper labels, wristbands, handwritten numbers, or overlaid numbers in the image pixels. These pixels are intentionally preserved to keep the released images identical to those used by the main experiment. Users must treat the images as sensitive medical research data and must not attempt to identify any individual.
Label classes
| ID | Class |
|---|---|
| 0 | bottle cap reference |
| 1 | red/swollen reaction area |
| 2 | blister |
| 3 | necrosis |
| 4 | double-ring reaction |
Code
Main-experiment code and usage instructions: https://github.com/permanent1/MediPPD
License
This dataset is released under the Creative Commons Attribution-NonCommercial 4.0 International license.
Ethics and intended use
The release is authorized for public research distribution. Structured identifiers and file-level metadata have been removed, while the pixel-content limitation described above remains. The dataset is intended for research and education, not direct clinical diagnosis or treatment. Users are responsible for appropriate validation, governance, privacy protection, and regulatory compliance.
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