This systematic review examines deep learning models that detect brain tumors on MRI, meaning models that localize the tumor with bounding boxes or lesion-level outputs and are evaluated with detection metrics such as mean average precision. Peer-reviewed journal articles published from January 2021 onward are identified in Scopus, Web of Science, PubMed and IEEE Xplore. The review maps the detector architectures, datasets and annotation sources used; describes how detection performance is measured; assesses whether studies report enough information to judge their results; compares reported scores across data-splitting protocols; and examines evidence that models work beyond their development data. Findings are synthesized narratively, following PRISMA 2020 and SWiM guidance, without meta-analysis.
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
It is proved that any global minimizer of the trajectory balance objective can define a policy that samples exactly from the target distribution, and empirically demonstrate the benefits of the trajectories balance objective for GFlowNet convergence, diversity of generated samples, and robustness to long action sequenc...
Esmeralda S. Whitammer, Moksh Jain, Emmanuel Bengio et al.· Neural Information Processin...· 302 citations· ⚡60
