Browsing Systems Design Engineering by Supervisor "Rahnamayan, Shahryar"
Now showing items 1-7 of 7
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Content-based Image Retrieval of Gigapixel Histopathology Scans: A Comparative Study of Convolution Neural Network, Local Binary Pattern, and Bag of visual Words
(University of Waterloo, 2018-05-04)The state-of-the-art image analysis algorithms offer a unique opportunity to extract semantically meaningful features from medical images. The advantage of this approach is automation in terms of content-based image retrieval ... -
Feature Analysis and Classification of Inflammatory Bowel Disease and Hidradenitis Suppurativa Using Data Mining
(University of Waterloo, 2023-03-14)Inflammatory Bowel Disease (IBD) refers to a group of conditions that primarily affect the gut and cause inflammation. In contrast, Hidradenitis Suppurativa (HS) is a chronic immune-mediated condition characterized by boils ... -
Harmonizing the Scale: An End-to-End Self-Supervised Approach for Cross-Modal Data Retrieval in Histopathology Archives
(University of Waterloo, 2023-09-18)In recent years, the exponential growth of data across various domains has necessitated the development of advanced techniques to process and analyze multi-modal big data. This is particularly relevant in the medical domain ... -
Learning Compact Representations for Efficient Whole Slide Image Search in Computational Pathology
(University of Waterloo, 2022-08-24)Digital pathology has enabled us to capture, store, query and analyze scanned biopsy samples as digital images. The widespread adoption of digital pathology has spurred the digitization of tissue biopsy samples, known as ... -
Out-of-Distribution Generalization of Gigapixel Image Representation
(University of Waterloo, 2023-08-18)This thesis addresses the significant challenge of improving the generalization capabilities of artificial deep neural networks in the classification of whole slide images (WSIs) in histopathology across different and ... -
Radon Projections as Image Descriptors for Content-Based Retrieval of Medical Images
(University of Waterloo, 2018-04-23)Clinical analysis and medical diagnosis of diverse diseases adopt medical imaging techniques to empower specialists to perform their tasks by visualizing internal body organs and tissues for classifying and treating diseases ... -
Spatially Constrained Compound Magnification Framework for Histopathology Whole Slide Images
(University of Waterloo, 2022-09-14)Histopathology whole slide images (WSIs) contain a considerable amount of valuable information required for diagnosis, prognosis, and treatment planning. These scans are the product of a contemporary technology of ...