Deep Learning Expert specializing in medical imaging, mammography, breast MRI, and multimodal vision-language models.
PhD Researcher, FAU Pattern Recognition Lab
Erlangen, Germany
Research Focus
Current work spans mammography transfer learning, breast MRI evaluation, clinical validation, and multimodal models that connect images with radiology language.
Designed foundation models for breast imaging analysis and assistive navigation for visually impaired users.
Curated a repository of approximately 100,000 images for large-scale self-supervised learning experimentation.
Ranked 4th in breast MRI malignancy classification using advanced deep learning techniques.
Transfer learning methods improving lesion classification performance.
Selected Publications
Each publication now has a dedicated mini-blog style page with summary fields, links, and room for verified notes.
conference / 2026
Breast MRI + Explainable AI
BE-WISE studies weakly informed slice-level explanation for breast MRI, focusing on interpretable evidence localization within volumetric exams.
AGE uses self-supervised attention maps to guide stochastic erasing, preserving task-relevant mammography regions during transfer learning.
MammoBLIP investigates end-to-end mammography report generation by aligning breast images with standardized radiology-style language.
DITL investigates how source-dataset selection influences mammography transfer learning for breast cancer screening and lesion diagnosis.
journal / 2025
Mammography + Vision-Language Models
This work investigates mammography foundation models for radiological reasoning using vision-language representation learning.
Attention-Guided Erasing improves breast-density transfer learning by preserving attention-derived tissue regions while stochastically suppressing less informative background.
Experience
Academic research at FAU with medical imaging collaborations across Siemens Healthineers and hospital partners.
Talks
Selected presentation moments from medical imaging and pattern recognition venues.
Technical Stack
Education
Friedrich-Alexander-Universitat Erlangen-Nurnberg
Friedrich-Alexander-Universitat Erlangen-Nurnberg
Dr. Ambedkar Institute of Technology, Bangalore