Data

Synthetic Cerebral Microbleed on SWI images

Commonwealth Scientific and Industrial Research Organisation
Momeni, Saba ; Fazlollahi, Amir ; Yates, Paul ; Christopher, Rowe ; Gao, Yongsheng ; Wee-Chung Liew, Alan ; Salvado, Olivier
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ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rfr_id=info%3Asid%2FANDS&rft_id=info:doi10.25919/aegy-ny12&rft.title=Synthetic Cerebral Microbleed on SWI images&rft.identifier=https://doi.org/10.25919/aegy-ny12&rft.publisher=Commonwealth Scientific and Industrial Research Organisation&rft.description=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&rft.creator=Momeni, Saba &rft.creator=Fazlollahi, Amir &rft.creator=Yates, Paul &rft.creator=Christopher, Rowe &rft.creator=Gao, Yongsheng &rft.creator=Wee-Chung Liew, Alan &rft.creator=Salvado, Olivier &rft.date=2021&rft.edition=v1&rft.relation=https://doi.org/10.1016/j.cmpb.2021.106127&rft_rights=CSIRO Data Licence https://research.csiro.au/dap/licences/csiro-data-licence/&rft_rights=Data is accessible online and may be reused in accordance with licence conditions&rft_rights=All Rights (including copyright) CSIRO 2021.&rft_subject=Cerebral Microbleed&rft_subject=Deep learning&rft_subject=SWI MRI&rft_subject=Synthetic data generation&rft_subject=Neuroimaging&rft_subject=Data augmentation&rft_subject=Computer vision&rft_subject=Computer vision and multimedia computation&rft_subject=INFORMATION AND COMPUTING SCIENCES&rft.type=dataset&rft.language=English Access the data
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Brief description

This data was used and is explained in the publication listed and provided in the "Related Links" section.
The 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.
Our publication demonstrated that the data with synthetics could be used for training to yield superior performance when tested on real lesions

Lineage: The MRI SWI are part of the AIBL study "https://aibl.csiro.au"

Available: 2021-05-11

Data time period: 2017-06-01 to 2021-03-01

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Subjects
Cerebral Microbleed | Computer Vision | Computer Vision and Multimedia Computation | Data augmentation | Deep learning | Information and Computing Sciences | Neuroimaging | SWI MRI | Synthetic data generation |

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