Sheethal Bhat
Sheethal Bhat
Academic CV
Education:
- Since 03/2023:
Ph.D. Researcher at Pattern Recognition Lab and Siemens Healthineers - 10/2020-12/2022:
Student at Friedrich-Alexander-Universität Erlangen-Nürnberg, Information and Communication Theory (ICT)
Masters thesis : Normals vs Abnormal Chest X-Ray classification using Self-supervised Contrastive Learning. - 01/2007-06/2008:
Student at Carnegie Mellon University, Pittsburgh, USA, Image processing and Pattern recognition
Professional Employment:
- 2004-2006:
IBM Software Services, Bangalore, India - 2008-2014:
Low power imaging Power and Performance systems Architect, Intel, USA
Projects
2023
-
Self-Supervised Learning on Chest X-Rays to improve classification and localization
(Non-FAU Project)
Term: March 1, 2023 - March 1, 2026Chest X-Rays (CXR) serve as crucial diagnostic tools for pulmonary and cardiothoracic diseases, generating millions of images daily, a number on the rise due to decreasing acquisition costs. However, there's a pronounced scarcity of radiologists to interpret these images. Traditionally, CXR research has centered on enhancing classification accuracy, often achieving state-of-the-art results. Despite progress, there remain rare and intricate findings challenging for both human radiologists and AI systems to diagnose. Our investigation focuses on leveraging self-supervised image-text models to enhance the classification and localization of diverse findings. These self-supervised models eliminate the need for annotations, enabling the Deep Learning system to effectively learn from extensive public and private datasets.
Publications
2025
Unpublished Publications
Attention-Guided Erasing for Enhanced Transfer Learning in Breast Abnormality Classification
(2025)
DOI: 10.21203/rs.3.rs-4305449/v1
BibTeX: Download
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2024
Conference Contributions
Attention-guided Erasing
Bildverarbeitung für die Medizin 2024 (Erlangen, March 10, 2024 - March 12, 2024)
In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024, Wiesbaden: 2024
DOI: 10.1007/978-3-658-44037-4_8
BibTeX: Download
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2023
Journal Articles
AUCReshaping: improved sensitivity at high-specificity
In: Scientific Reports 13 (2023), Article No.: 21097
ISSN: 2045-2322
DOI: 10.1038/s41598-023-48482-x
BibTeX: Download
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Awards
2023
- : Best Masters thesis in ICT-Media systems (Siemens-Healthineers) – 2023
Lectures
Projects and Thesis
Type | Title | Status |
---|---|---|
Project | Evaluate Simpleshot: Simple implementation of few-shot classification on CXRs | finished |
MA thesis | Deep-learning based Long-tailed multi label disease classification | running |
Project | Evaluation of detection performance on CXR dataset using DETR pipeline | finished |
Project | Improved few-shot localization in Chest X-Rays (CXRs) | running |
MA thesis | Improving Few-shot classification of CXR findings | running |
Project | Review of Zero-shot, Few-shot classification, detection and segmentation methods in Medical Imaging | finished |
Project | Evaluation of MedKLIP for Zero-shot and Fine-tuned classification of CXRs | finished |
MA thesis | Improvements in SSL image-text learnings on CXR images | running |
Project | AI-Driven Monuments Identification System and its details | finished |