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=10.25919/aegy-ny12&rft.publisher=Commonwealth Scientific and Industrial Research Organisation (CSIRO)&rft.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 lesionsThe 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=All Rights (including copyright) CSIRO 2021.&rft_rights=CSIRO Data Licence https://confluence.csiro.au/display/daphelp/CSIRO+Data+Licence&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=INFORMATION AND COMPUTING SCIENCES&rft_subject=ARTIFICIAL INTELLIGENCE AND IMAGE PROCESSING&rft.type=dataset&rft.language=English Access the data
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All Rights (including copyright) CSIRO 2021.

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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"

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

This dataset is part of a larger collection

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Subjects
Artificial Intelligence and Image Processing | Cerebral Microbleed | Computer Vision | Data augmentation | Deep learning | Information and Computing Sciences | Neuroimaging | SWI MRI | Synthetic data generation |

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