Intracerebral and Subarachnoid Hemorrhage Research
Abstract
This dataset comprises 852 multi-angle brain Computed Tomography (CT) scan images collected across multiple patients presenting with intracranial hemorrhage (ICH), structured to support rapid computer-aided diagnosis and edge computing research. All images are standardized in PNG format and indexed by individual patient cases (e.g., sequential cross-sectional slices per patient) to facilitate robust, patient-level train-validation-test partitioning without data leakage. Bounding-box annotations are provided in standard YOLO format to enable direct training, evaluation, and deployment of lightweight object detection architectures—specifically the nano variants of YOLO—on resource-constrained single-board computers such as the Raspberry Pi. The dataset is fully anonymized, with all Protected Health Information (PHI) and DICOM metadata removed, providing a reliable benchmark for developing low-latency Internet of Medical Things (IoMT) screening tools, mobile triage systems, and automated point-of-care neuroimaging diagnostics in resource-limited clinical environments.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
Related blog posts
MIT News · Artificial Intelligence· news.mit.eduOct 15, 2026
A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.
Microsoft Research Blog· microsoft.comOct 15, 2026
Zero-knowledge proofs can verify computing results without rerunning workloads or exposing sensitive data. Magnetar helps bring them into the mainstream with support for standard programming languages, major speed gains, and quantum-resistant security. The post Proof-based general-purpose computing with Magnetar appeared first on Microsoft Research.
MIT News · Artificial Intelligence· news.mit.eduOct 8, 2026