Synthetic Cerebral Microbleed on SWI images

This data was used and is explained in the publication listed and provided in the "Related Links" section. \nThe dataset comprises 75 MRI SWI with real Microbleed of the brain and the locations defined by experts of 175 microbleeds. In addition, we provide the same datasets with added 10 synthetics Microbleed lesions along with their locations for each SWI, created using a mathematical model. \nOur publication demonstrated that the data with synthetics could be used for training to yield superior performance when tested on real lesions\n\nLineage: The MRI SWI are part of the AIBL study "https://aibl.csiro.au"

本数据集已在“相关链接”板块所列示并提供的发表文献中得到应用与说明。
本数据集包含75例带有真实脑微出血（Microbleed）的磁共振磁敏感加权成像（MRI SWI），其中175处微出血病灶的位置均由专家标注确定。此外，我们还针对每一例SWI影像，提供了通过数学模型生成的、额外附加10处人工合成微出血病灶及其对应位置的同款数据集。
本研究发表成果表明，带有人工合成病灶的数据集可用于模型训练，在针对真实病灶的测试场景中能够获得更优异的模型性能。
数据集溯源：本研究所用的MRI SWI影像均来自AIBL研究（"https://aibl.csiro.au"）