no code implementations • 23 Aug 2019 • Jaynal Abedin, Joseph Antony, Kevin McGuinness, Kieran Moran, Noel E. O'Connor, Dietrich Rebholz-Schuhmann, John Newell
Knee osteoarthritis (KOA) is a disease that impairs knee function and causes pain.
no code implementations • 23 Aug 2019 • Joseph Antony, Kevin McGuinness, Kieran Moran, Noel E O' Connor
Also, this chapter demonstrates that feature learning in a supervised manner is more effective than using conventional handcrafted features for automatic detection of knee joints and fine-grained knee OA image classification.
no code implementations • 29 Mar 2017 • Joseph Antony, Kevin McGuinness, Kieran Moran, Noel E. O'Connor
We introduce a new approach to automatically detect the knee joints using a fully convolutional neural network (FCN).
no code implementations • 9 Sep 2016 • Joseph Antony, Kevin McGuinness, Neil Welch, Joe Coyle, Andy Franklyn-Miller, Noel E. O'Connor, Kieran Moran
In this paper, we propose a method to precisely quantify the fat deposition / infiltration in a user-defined region of the lumbar muscles, which may aid better diagnosis and analysis.
no code implementations • 8 Sep 2016 • Joseph Antony, Kevin McGuinness, Noel E O Connor, Kieran Moran
We demonstrate that classification accuracy can be significantly improved using deep convolutional neural network models pre-trained on ImageNet and fine-tuned on knee OA images.