no code implementations • 6 Feb 2024 • Kimberley M. Bird, Xujiong Ye, Alan M. Race, James M. Brown
Our results show that removing 50% of cell annotations from GT masks only reduces the dice similarity coefficient (DSC) score to 0. 874 (from 0. 889 achieved by a model trained on fully annotated GT masks).
no code implementations • 9 Jun 2022 • Andrew Perrett, Charlie Barnes, Mark Schofield, Lan Qie, Petra Bosilj, James M. Brown
Open space grassland is being increasingly farmed or built upon, leading to a ramping up of conservation efforts targeting roadside verges.
no code implementations • 1 Jun 2022 • Ezechukwu I. Nwokedi, Rasneer S. Bains, Luc Bidaut, Xujiong Ye, Sara Wells, James M. Brown
This paper presents a spatiotemporal deep learning approach for mouse behavioural classification in the home-cage.
1 code implementation • 28 Sep 2021 • Aaron S. Coyner, Praveer Singh, James M. Brown, Susan Ostmo, R. V. Paul Chan, Michael F. Chiang, Jayashree Kalpathy-Cramer, J. Peter Campbell
To determine whether RVM differences between Black and White eyes were physiological, CNNs were trained to predict race from color RFIs, raw RVMs, and thresholded, binarized, or skeletonized RVMs.
1 code implementation • 19 Dec 2018 • Bruno Lecouat, Ken Chang, Chuan-Sheng Foo, Balagopal Unnikrishnan, James M. Brown, Houssam Zenati, Andrew Beers, Vijay Chandrasekhar, Jayashree Kalpathy-Cramer, Pavitra Krishnaswamy
Supervised deep learning algorithms have enabled significant performance gains in medical image classification tasks.
no code implementations • 6 Nov 2018 • Szu-Yeu Hu, Andrew Beers, Ken Chang, Kathi Höbel, J. Peter Campbell, Deniz Erdogumus, Stratis Ioannidis, Jennifer Dy, Michael F. Chiang, Jayashree Kalpathy-Cramer, James M. Brown
In this paper, we propose a new pre-training scheme for U-net based image segmentation.
no code implementations • 10 Sep 2017 • Ken Chang, Niranjan Balachandar, Carson K Lam, Darvin Yi, James M. Brown, Andrew Beers, Bruce R. Rosen, Daniel L. Rubin, Jayashree Kalpathy-Cramer
In such cases, sharing a deep learning model is a more attractive alternative.