Selected research and student collaborations, presented in their original poster format. Open a poster to inspect the methods, results and limitations.
A replication study of 2D U-Net segmentation of brain MRI, comparing a reproducible baseline with limited rotation augmentation and validation-based threshold selection.
Student research · supervision and collaboration
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Comparing fine-tuning strategies and augmentation strengths for chest X-ray classification. The poster presents one stage of the medical-imaging research program.
Transfer learning · medical imaging
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A student research project investigating deep learning for brain-tumor classification in MRI, including augmentation and evaluation on additional data.
Student research · supervision and collaboration
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A student-led project applying a convolutional model to ECG signal classification, with attention to the data representation and evaluation of arrhythmia detection.
Student research · faculty supervision
View full poster · PDF ↗Posters preserve the context and results of the version presented. Related publications may report later experiments or revisions.