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View article: Brain segmentation in patients with perinatal arterial ischemic stroke
Brain segmentation in patients with perinatal arterial ischemic stroke Open
View article: Deep-Learning-Based Thrombus Localization and Segmentation in Patients with Posterior Circulation Stroke
Deep-Learning-Based Thrombus Localization and Segmentation in Patients with Posterior Circulation Stroke Open
Thrombus volume in posterior circulation stroke (PCS) has been associated with outcome, through recanalization. Manual thrombus segmentation is impractical for large scale analysis of image characteristics. Hence, in this study we develop …
View article: Domain- and task-specific transfer learning for medical segmentation tasks
Domain- and task-specific transfer learning for medical segmentation tasks Open
This study suggests that optimal transfer learning for medical segmentation is achieved with a similar task and domain for pre-training. As a result, CNNs can be effectively pre-trained on smaller datasets by selecting a source domain and …
View article: Automated Final Lesion Segmentation in Posterior Circulation Acute Ischemic Stroke Using Deep Learning
Automated Final Lesion Segmentation in Posterior Circulation Acute Ischemic Stroke Using Deep Learning Open
Final lesion volume (FLV) is a surrogate outcome measure in anterior circulation stroke (ACS). In posterior circulation stroke (PCS), this relation is plausibly understudied due to a lack of methods that automatically quantify FLV. The app…