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Computer-aided detection (CAD) is increasingly used in clinical practice and for many applications a multitude of CAD systems have been developed. In practice, CAD systems have different strengths and weaknesses and it is therefore interesting to consider their combination. In this paper, we present generic methods to combine multiple CAD systems and investigate what kind of performance increase can be expected. Experimental results are presented using data from the ANODE09 and ROC09 online CAD challenges for the detection of pulmonary nodules in computed tomography scans and red lesions in retinal images, respectively. For both applications, combination results in a large and significant increase in performance when compared to the best individual CAD system.
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
April 2003,
Health devices,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
August 2013,
Medical physics,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
January 2020,
Current medical imaging reviews,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
March 2007,
Medical physics,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
January 2001,
Radiology management,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
January 2004,
Biomedical instrumentation & technology,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
January 2024,
Endoscopy,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
April 2016,
IEEE transactions on medical imaging,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
October 2014,
AJR. American journal of roentgenology,
Meindert Niemeijer, and
Marco Loog, and
Michael David Abramoff, and
Max A Viergever, and
Mathias Prokop, and
Bram van Ginneken
January 2013,
Clinical imaging,
