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Centerline extraction with principal curve tracing to improve 3D level set esophagus segmentation in CT images

Publication: Conference Paper

Kurugol, Sila, Erhan Bas, Deniz Erdogmus, Jennifer Dy, Gregory Sharp, and Dana Brooks. 2011. “Centerline Extraction With Principal Curve Tracing to Improve 3D Level Set Esophagus Segmentation in CT Images”. In Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE, 3403–3406. IEEE.

Machine learning and model based 3d segmentation algorithms for challenging medical imaging problems

Publication: Journal Article

Kurugol, Sila, and Dana Adviser-Brooks. 2011. “Machine Learning and Model Based 3d Segmentation Algorithms for Challenging Medical Imaging Problems.”

Detection of the dermis/epidermis boundary in reflectance confocal images using multi-scale classifier with adaptive texture features

Publication: Conference Paper

Kurugol, Sila, Jennifer Dy, Milind Rajadhyaksha, and Dana Brooks. 2008. “Detection of the Dermis/Epidermis Boundary in Reflectance Confocal Images Using Multi-Scale Classifier With Adaptive Texture Features”. In Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on, 492–495. IEEE.

Semi-automated algorithm for localization of dermal/epidermal junction in reflectance confocal microscopy images of human skin

Publication: Conference Paper

Kurugol, Sila, Jennifer Dy, Milind Rajadhyaksha, Kirk Gossage, Jesse Weissmann, and Dana Brooks. 2011. “Semi-Automated Algorithm for Localization of Dermal/Epidermal Junction in Reflectance Confocal Microscopy Images of Human Skin”. In SPIE BiOS, 79041A–79041A. International Society for Optics and Photonics.

Validation study of automated dermal/epidermal junction localization algorithm in reflectance confocal microscopy images of skin

Publication: Conference Paper

Kurugol, Sila, Milind Rajadhyaksha, Jennifer Dy, and Dana Brooks. 2012. “Validation Study of Automated Dermal/Epidermal Junction Localization Algorithm in Reflectance Confocal Microscopy Images of Skin”. In SPIE BiOS, 820702–820702. International Society for Optics and Photonics.

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RECENT PROJECTS Machine learning methods for Medical Image Analysis We developed a cost efficient framework for image segmentation that dramatically reduces the cost of generating labeled training data by intelligently selecting few samples to be labeled by achieving similar performance as to...