The KiTS19 Challenge Data: 300 Kidney Tumor Cases with Clinical Context, CT Semantic Segmentations, and Surgical Outcomes
Paper • 1904.00445 • Published
image stringlengths 49 49 | mask stringlengths 54 54 | label listlengths 2 2 | modality stringclasses 1
value | dataset stringclasses 1
value | official_split stringclasses 1
value | patient_id stringlengths 10 10 |
|---|---|---|---|---|---|---|
data/nii/KiTS19/dataset/case_00000/imaging.nii.gz | data/nii/KiTS19/dataset/case_00000/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00000 |
data/nii/KiTS19/dataset/case_00001/imaging.nii.gz | data/nii/KiTS19/dataset/case_00001/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00001 |
data/nii/KiTS19/dataset/case_00002/imaging.nii.gz | data/nii/KiTS19/dataset/case_00002/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00002 |
data/nii/KiTS19/dataset/case_00003/imaging.nii.gz | data/nii/KiTS19/dataset/case_00003/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00003 |
data/nii/KiTS19/dataset/case_00004/imaging.nii.gz | data/nii/KiTS19/dataset/case_00004/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00004 |
data/nii/KiTS19/dataset/case_00005/imaging.nii.gz | data/nii/KiTS19/dataset/case_00005/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00005 |
data/nii/KiTS19/dataset/case_00006/imaging.nii.gz | data/nii/KiTS19/dataset/case_00006/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00006 |
data/nii/KiTS19/dataset/case_00007/imaging.nii.gz | data/nii/KiTS19/dataset/case_00007/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00007 |
data/nii/KiTS19/dataset/case_00008/imaging.nii.gz | data/nii/KiTS19/dataset/case_00008/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00008 |
data/nii/KiTS19/dataset/case_00009/imaging.nii.gz | data/nii/KiTS19/dataset/case_00009/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00009 |
data/nii/KiTS19/dataset/case_00010/imaging.nii.gz | data/nii/KiTS19/dataset/case_00010/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00010 |
data/nii/KiTS19/dataset/case_00011/imaging.nii.gz | data/nii/KiTS19/dataset/case_00011/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00011 |
data/nii/KiTS19/dataset/case_00012/imaging.nii.gz | data/nii/KiTS19/dataset/case_00012/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00012 |
data/nii/KiTS19/dataset/case_00013/imaging.nii.gz | data/nii/KiTS19/dataset/case_00013/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00013 |
data/nii/KiTS19/dataset/case_00014/imaging.nii.gz | data/nii/KiTS19/dataset/case_00014/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00014 |
data/nii/KiTS19/dataset/case_00015/imaging.nii.gz | data/nii/KiTS19/dataset/case_00015/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00015 |
data/nii/KiTS19/dataset/case_00016/imaging.nii.gz | data/nii/KiTS19/dataset/case_00016/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00016 |
data/nii/KiTS19/dataset/case_00017/imaging.nii.gz | data/nii/KiTS19/dataset/case_00017/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00017 |
data/nii/KiTS19/dataset/case_00018/imaging.nii.gz | data/nii/KiTS19/dataset/case_00018/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00018 |
data/nii/KiTS19/dataset/case_00019/imaging.nii.gz | data/nii/KiTS19/dataset/case_00019/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00019 |
data/nii/KiTS19/dataset/case_00020/imaging.nii.gz | data/nii/KiTS19/dataset/case_00020/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00020 |
data/nii/KiTS19/dataset/case_00021/imaging.nii.gz | data/nii/KiTS19/dataset/case_00021/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00021 |
data/nii/KiTS19/dataset/case_00022/imaging.nii.gz | data/nii/KiTS19/dataset/case_00022/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00022 |
data/nii/KiTS19/dataset/case_00023/imaging.nii.gz | data/nii/KiTS19/dataset/case_00023/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00023 |
data/nii/KiTS19/dataset/case_00024/imaging.nii.gz | data/nii/KiTS19/dataset/case_00024/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00024 |
data/nii/KiTS19/dataset/case_00025/imaging.nii.gz | data/nii/KiTS19/dataset/case_00025/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00025 |
data/nii/KiTS19/dataset/case_00026/imaging.nii.gz | data/nii/KiTS19/dataset/case_00026/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00026 |
data/nii/KiTS19/dataset/case_00027/imaging.nii.gz | data/nii/KiTS19/dataset/case_00027/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00027 |
data/nii/KiTS19/dataset/case_00028/imaging.nii.gz | data/nii/KiTS19/dataset/case_00028/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00028 |
data/nii/KiTS19/dataset/case_00029/imaging.nii.gz | data/nii/KiTS19/dataset/case_00029/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00029 |
data/nii/KiTS19/dataset/case_00030/imaging.nii.gz | data/nii/KiTS19/dataset/case_00030/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00030 |
data/nii/KiTS19/dataset/case_00031/imaging.nii.gz | data/nii/KiTS19/dataset/case_00031/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00031 |
data/nii/KiTS19/dataset/case_00032/imaging.nii.gz | data/nii/KiTS19/dataset/case_00032/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00032 |
data/nii/KiTS19/dataset/case_00033/imaging.nii.gz | data/nii/KiTS19/dataset/case_00033/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00033 |
data/nii/KiTS19/dataset/case_00034/imaging.nii.gz | data/nii/KiTS19/dataset/case_00034/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00034 |
data/nii/KiTS19/dataset/case_00035/imaging.nii.gz | data/nii/KiTS19/dataset/case_00035/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00035 |
data/nii/KiTS19/dataset/case_00036/imaging.nii.gz | data/nii/KiTS19/dataset/case_00036/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00036 |
data/nii/KiTS19/dataset/case_00037/imaging.nii.gz | data/nii/KiTS19/dataset/case_00037/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00037 |
data/nii/KiTS19/dataset/case_00038/imaging.nii.gz | data/nii/KiTS19/dataset/case_00038/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00038 |
data/nii/KiTS19/dataset/case_00039/imaging.nii.gz | data/nii/KiTS19/dataset/case_00039/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00039 |
data/nii/KiTS19/dataset/case_00040/imaging.nii.gz | data/nii/KiTS19/dataset/case_00040/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00040 |
data/nii/KiTS19/dataset/case_00041/imaging.nii.gz | data/nii/KiTS19/dataset/case_00041/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00041 |
data/nii/KiTS19/dataset/case_00042/imaging.nii.gz | data/nii/KiTS19/dataset/case_00042/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00042 |
data/nii/KiTS19/dataset/case_00043/imaging.nii.gz | data/nii/KiTS19/dataset/case_00043/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00043 |
data/nii/KiTS19/dataset/case_00044/imaging.nii.gz | data/nii/KiTS19/dataset/case_00044/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00044 |
data/nii/KiTS19/dataset/case_00045/imaging.nii.gz | data/nii/KiTS19/dataset/case_00045/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00045 |
data/nii/KiTS19/dataset/case_00046/imaging.nii.gz | data/nii/KiTS19/dataset/case_00046/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00046 |
data/nii/KiTS19/dataset/case_00047/imaging.nii.gz | data/nii/KiTS19/dataset/case_00047/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00047 |
data/nii/KiTS19/dataset/case_00048/imaging.nii.gz | data/nii/KiTS19/dataset/case_00048/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00048 |
data/nii/KiTS19/dataset/case_00049/imaging.nii.gz | data/nii/KiTS19/dataset/case_00049/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00049 |
data/nii/KiTS19/dataset/case_00050/imaging.nii.gz | data/nii/KiTS19/dataset/case_00050/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00050 |
data/nii/KiTS19/dataset/case_00051/imaging.nii.gz | data/nii/KiTS19/dataset/case_00051/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00051 |
data/nii/KiTS19/dataset/case_00052/imaging.nii.gz | data/nii/KiTS19/dataset/case_00052/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00052 |
data/nii/KiTS19/dataset/case_00053/imaging.nii.gz | data/nii/KiTS19/dataset/case_00053/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00053 |
data/nii/KiTS19/dataset/case_00054/imaging.nii.gz | data/nii/KiTS19/dataset/case_00054/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00054 |
data/nii/KiTS19/dataset/case_00055/imaging.nii.gz | data/nii/KiTS19/dataset/case_00055/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00055 |
data/nii/KiTS19/dataset/case_00056/imaging.nii.gz | data/nii/KiTS19/dataset/case_00056/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00056 |
data/nii/KiTS19/dataset/case_00057/imaging.nii.gz | data/nii/KiTS19/dataset/case_00057/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00057 |
data/nii/KiTS19/dataset/case_00058/imaging.nii.gz | data/nii/KiTS19/dataset/case_00058/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00058 |
data/nii/KiTS19/dataset/case_00059/imaging.nii.gz | data/nii/KiTS19/dataset/case_00059/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00059 |
data/nii/KiTS19/dataset/case_00060/imaging.nii.gz | data/nii/KiTS19/dataset/case_00060/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00060 |
data/nii/KiTS19/dataset/case_00061/imaging.nii.gz | data/nii/KiTS19/dataset/case_00061/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00061 |
data/nii/KiTS19/dataset/case_00062/imaging.nii.gz | data/nii/KiTS19/dataset/case_00062/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00062 |
data/nii/KiTS19/dataset/case_00063/imaging.nii.gz | data/nii/KiTS19/dataset/case_00063/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00063 |
data/nii/KiTS19/dataset/case_00064/imaging.nii.gz | data/nii/KiTS19/dataset/case_00064/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00064 |
data/nii/KiTS19/dataset/case_00065/imaging.nii.gz | data/nii/KiTS19/dataset/case_00065/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00065 |
data/nii/KiTS19/dataset/case_00066/imaging.nii.gz | data/nii/KiTS19/dataset/case_00066/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00066 |
data/nii/KiTS19/dataset/case_00067/imaging.nii.gz | data/nii/KiTS19/dataset/case_00067/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00067 |
data/nii/KiTS19/dataset/case_00068/imaging.nii.gz | data/nii/KiTS19/dataset/case_00068/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00068 |
data/nii/KiTS19/dataset/case_00069/imaging.nii.gz | data/nii/KiTS19/dataset/case_00069/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00069 |
data/nii/KiTS19/dataset/case_00070/imaging.nii.gz | data/nii/KiTS19/dataset/case_00070/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00070 |
data/nii/KiTS19/dataset/case_00071/imaging.nii.gz | data/nii/KiTS19/dataset/case_00071/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00071 |
data/nii/KiTS19/dataset/case_00072/imaging.nii.gz | data/nii/KiTS19/dataset/case_00072/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00072 |
data/nii/KiTS19/dataset/case_00073/imaging.nii.gz | data/nii/KiTS19/dataset/case_00073/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00073 |
data/nii/KiTS19/dataset/case_00074/imaging.nii.gz | data/nii/KiTS19/dataset/case_00074/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00074 |
data/nii/KiTS19/dataset/case_00075/imaging.nii.gz | data/nii/KiTS19/dataset/case_00075/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00075 |
data/nii/KiTS19/dataset/case_00076/imaging.nii.gz | data/nii/KiTS19/dataset/case_00076/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00076 |
data/nii/KiTS19/dataset/case_00077/imaging.nii.gz | data/nii/KiTS19/dataset/case_00077/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00077 |
data/nii/KiTS19/dataset/case_00078/imaging.nii.gz | data/nii/KiTS19/dataset/case_00078/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00078 |
data/nii/KiTS19/dataset/case_00079/imaging.nii.gz | data/nii/KiTS19/dataset/case_00079/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00079 |
data/nii/KiTS19/dataset/case_00080/imaging.nii.gz | data/nii/KiTS19/dataset/case_00080/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00080 |
data/nii/KiTS19/dataset/case_00081/imaging.nii.gz | data/nii/KiTS19/dataset/case_00081/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00081 |
data/nii/KiTS19/dataset/case_00082/imaging.nii.gz | data/nii/KiTS19/dataset/case_00082/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00082 |
data/nii/KiTS19/dataset/case_00083/imaging.nii.gz | data/nii/KiTS19/dataset/case_00083/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00083 |
data/nii/KiTS19/dataset/case_00084/imaging.nii.gz | data/nii/KiTS19/dataset/case_00084/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00084 |
data/nii/KiTS19/dataset/case_00085/imaging.nii.gz | data/nii/KiTS19/dataset/case_00085/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00085 |
data/nii/KiTS19/dataset/case_00086/imaging.nii.gz | data/nii/KiTS19/dataset/case_00086/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00086 |
data/nii/KiTS19/dataset/case_00087/imaging.nii.gz | data/nii/KiTS19/dataset/case_00087/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00087 |
data/nii/KiTS19/dataset/case_00088/imaging.nii.gz | data/nii/KiTS19/dataset/case_00088/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00088 |
data/nii/KiTS19/dataset/case_00089/imaging.nii.gz | data/nii/KiTS19/dataset/case_00089/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00089 |
data/nii/KiTS19/dataset/case_00090/imaging.nii.gz | data/nii/KiTS19/dataset/case_00090/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00090 |
data/nii/KiTS19/dataset/case_00091/imaging.nii.gz | data/nii/KiTS19/dataset/case_00091/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00091 |
data/nii/KiTS19/dataset/case_00092/imaging.nii.gz | data/nii/KiTS19/dataset/case_00092/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00092 |
data/nii/KiTS19/dataset/case_00093/imaging.nii.gz | data/nii/KiTS19/dataset/case_00093/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00093 |
data/nii/KiTS19/dataset/case_00094/imaging.nii.gz | data/nii/KiTS19/dataset/case_00094/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00094 |
data/nii/KiTS19/dataset/case_00095/imaging.nii.gz | data/nii/KiTS19/dataset/case_00095/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00095 |
data/nii/KiTS19/dataset/case_00096/imaging.nii.gz | data/nii/KiTS19/dataset/case_00096/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00096 |
data/nii/KiTS19/dataset/case_00097/imaging.nii.gz | data/nii/KiTS19/dataset/case_00097/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00097 |
data/nii/KiTS19/dataset/case_00098/imaging.nii.gz | data/nii/KiTS19/dataset/case_00098/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00098 |
data/nii/KiTS19/dataset/case_00099/imaging.nii.gz | data/nii/KiTS19/dataset/case_00099/segmentation.nii.gz | [
"kidney",
"tumor"
] | CT | KiTS19 | train | case_00099 |
Re-host of the KiTS19 training set (210 cases with public ground-truth masks) in the
same dataset/case_XXXXX/ + train.jsonl layout as KiTS23 / SLIVER07 so a single
Base3DDataset subclass can load it. Imaging from the official
neheller/KiTS-Challenge-Imaging;
segmentations from the official neheller/kits19 GitHub repo.
| Split | Cases | With mask |
|---|---|---|
| train | 210 | yes |
The 90 KiTS19 test cases (case_00210..case_00299) have masks withheld by the challenge and are
not included here. case_00000..case_00209 are the public training cases.
| Value | Class |
|---|---|
| 0 | background |
| 1 | kidney |
| 2 | tumor |
dataset/case_00000/imaging.nii.gz # contrast-enhanced abdominal CT
dataset/case_00000/segmentation.nii.gz # 0/1/2 label volume
...
train.jsonl
Data is CC BY-NC-SA 4.0 (non-commercial), per the KiTS19 challenge terms. The repo code license (MIT) does not cover the data. Cite:
@article{heller2019kits19,
title = {The KiTS19 Challenge Data: 300 Kidney Tumor Cases with Clinical Context,
CT Semantic Segmentations, and Surgical Outcomes},
author = {Heller, Nicholas and Sathianathen, Niranjan and Kalapara, Arveen and others},
journal = {arXiv preprint arXiv:1904.00445},
year = {2019}
}