Browsing by Author "Rodrigues, Mark William"
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Evaluation of deep learning techniques on a novel hierarchical surgical tool dataset
Rodrigues, Mark William; Mayo, Michael; Patros, Panos (Springer Nature Switzerland AG, 2022)A new hierarchically organised dataset for artificial intelligence and machine learning research is presented, focusing on intelligent management of surgical tools. In addition to 360 surgical tool classes, we create a ... -
Hierarchical, informed and robust machine learning for surgical tool management
Rodrigues, Mark William (The University of Waikato, 2023)This thesis focuses on the development of a computer vision and deep learning based system for the intelligent management of surgical tools. The work accomplished included the development of a new dataset, creation of state ... -
Interpretable deep learning for surgical tool management
Rodrigues, Mark William; Mayo, Michael; Patros, Panos (Springer, 2021)This paper presents a novel convolutional neural network framework for multi-level classification of surgical tools. Our classifications are obtained from multiple levels of the model, and high accuracy is obtained by ... -
Social Capital and Entrepreneurship in Aspatial Indian Ethnic Communities
Rodrigues, Mark William (University of Waikato, 2013)This research contributes to an understanding of how work is done in India through an exploration of the effects of religious philosophies, cultures and value systems on management practices. The overarching research ... -
Surgical tool datasets for machine learning research: A survey
Rodrigues, Mark William; Mayo, Michael; Patros, Panos (Springer, 2022)This paper is a comprehensive survey of datasets for surgical tool detection and related surgical data science and machine learning techniques and algorithms. The survey offers a high level perspective of current research ...
Co-authors for Mark William Rodrigues
Mark William Rodrigues has 5 co-authors in Research Commons.