""" This file contains the masks used in the datasets. The masks are defined as mask dataclasses. Each mask has the following attributes: - id: int - the id of the mask - radlex_name: str - the name of the mask in RadLex - color: int - the color of the mask - radlex_id: str - the id of the mask in RadLex - source_names: dict - the names of the mask in other datasets, meant to be helpful when translating new source dataset masks to UMIE. """ from dataclasses import dataclass, field from typing import Optional @dataclass class Mask: """This class represents a mask.""" id: int # The unique id of the mask in UMIE (also the value of the mask in the mask image) radlex_name: str # The name of the mask in RadLex color: int # The color of the mask in the mask image radlex_id: str # The id of the mask in RadLex source_names: Optional[dict] = field( default_factory=dict ) # How the mask is named in other datasets, key - dataset name, value - source mask name in this dataset Background = Mask( id=0, radlex_name="Background", color=0, radlex_id="" ) # Actually there is no radlex for backgroud ofc but "Normality descriptor" didnt fit either Kidney = Mask( id=1, radlex_name="Kidney", color=1, radlex_id="RID205", source_names={"kits23": ["kidney"], "ct_org": ["Kidney"]} ) Neoplasm = Mask( id=2, radlex_name="Neoplasm", color=2, radlex_id="RID3957", source_names={"kits23": ["kidney tumor"], "brain_tumor_progression": ["Brain tumor"], "lits": ["liver_tumor"]}, ) RenalCyst = Mask(id=3, radlex_name="RenalCyst", color=3, radlex_id="RID35811", source_names={"kits23": ["cyst"]}) ViralInfection = Mask( id=4, radlex_name="ViralInfection", color=4, radlex_id="RID4687", source_names={"mos_med_data": ["CT-1"]} ) Lung = Mask( id=5, radlex_name="Lung", color=5, radlex_id="RID1301", source_names={ "ct_org": ["lungs"], "chest_xray_masks_and_label": ["Lungs"], "finding_and_measuring_lungs": ["lungs"], }, ) BoneOrgan = Mask(id=6, radlex_name="BoneOrgan", color=6, radlex_id="RID13197", source_names={"ct_org": ["Bones"]}) Liver = Mask(id=7, radlex_name="Liver", color=7, radlex_id="RID58", source_names={"ct_org": ["liver"]}) UrinaryBladder = Mask( id=8, radlex_name="UrinaryBladder", color=8, radlex_id="RID237", source_names={"ct_org": ["bladder"]} ) Brain = Mask(id=9, radlex_name="Brain", color=9, radlex_id="RID6434", source_names={"ct_org": ["Brain"]}) Nodule = Mask( id=10, radlex_name="Nodule", color=10, radlex_id="RID3875", source_names={"lidc_idri": ["Nodule>=3mm", "Nodule<3mm"]}, ) Lesion = Mask( id=11, radlex_name="Lesion", color=11, radlex_id="RID38780", source_names={"lidc_idri": ["Non-nodule>=3mm"]} ) # That is not a nodule CalciumScore = Mask( id=12, radlex_name="CalciumScore", color=12, radlex_id="RID28808", source_names={"coca": ["coronary_artery_calcium"]}, ) Metastasis = Mask( id=13, radlex_name="Metastasis", color=13, radlex_id="RID5231", source_names={"brain_met_share": ["brain_metastasis"]}, ) Hemorrhage = Mask( id=14, radlex_name="Hemorrhage", color=14, radlex_id="RID4700", source_names={"brain_with_intracranial_hemorrhage": ["brain_hemorrhage"]}, ) Calcification = Mask( id=15, radlex_name="Calcification", color=15, radlex_id="RID5196", source_names={"Chest_X-ray_Abnormalities_Detection": ["Calcification"], "cmmd": ["calcification"]}, ) Mass = Mask( id=16, radlex_name="Mass", color=16, radlex_id="RID3874", source_names={"ChestX-ray14": ["Mass"], "cmmd": ["mass"]}, ) all_masks = [obj for name, obj in globals().items() if isinstance(obj, Mask)]