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Self-supervised and semi-supervised polyp segmentation using synthetic data
Early detection of colorectal polyps is of utmost importance for their treatment and for
colorectal cancer prevention. Computer vision techniques have the potential to aid …
colorectal cancer prevention. Computer vision techniques have the potential to aid …
Synthetic Balancing of Cardiac MRI Datasets
Possessing a balanced dataset to train the segmentation models used in clinical products is
hugely important to enhance the performance in any given subset of patients. Due to …
hugely important to enhance the performance in any given subset of patients. Due to …
Pinpoint Counterfactuals: Reducing social bias in foundation models via localized counterfactual generation
Foundation models trained on web-scraped datasets propagate societal biases to
downstream tasks. While counterfactual generation enables bias analysis, existing methods …
downstream tasks. While counterfactual generation enables bias analysis, existing methods …
Fashion CUT: Unsupervised domain adaptation for visual pattern classification in clothes using synthetic data and pseudo-labels
Accurate product information is critical for e-commerce stores to allow customers to browse,
filter, and search for products. Product data quality is affected by missing or incorrect …
filter, and search for products. Product data quality is affected by missing or incorrect …
Generalisable Cardiac MRI Analysis with Deep Learning
C Garcia Cabrera - 2024 - doras.dcu.ie
Cardiac Magnetic Resonance Imaging (CMR) is a powerful diagnostic tool for assessing
cardiac structure and function, providing detailed information crucial for clinical decision …
cardiac structure and function, providing detailed information crucial for clinical decision …
Semi-supervised Polyp Segmentation via a Dual-Teacher Student Framework
Q Lei, X Liu, W Luo, C Xu - International Conference on Ubiquitous …, 2024 - Springer
Automatic polyp segmentation is very critical for the early detection and treatment of colon
cancer. Most existing studies in polyp segmentation are devoted to using a fully supervised …
cancer. Most existing studies in polyp segmentation are devoted to using a fully supervised …