1 code implementation • 22 Jan 2024 • Zhikai Li, Murong Yi, Ali Uneri, Sihan Niu, Craig Jones
Polyp segmentation is a key aspect of colorectal cancer prevention, enabling early detection and guiding subsequent treatments.
1 code implementation • 19 Nov 2023 • Ruxiao Duan, Brian Caffo, Harrison X. Bai, Haris I. Sair, Craig Jones
Uncertainty quantification of deep neural networks has become an active field of research and plays a crucial role in various downstream tasks such as active learning.
no code implementations • 11 Jul 2023 • Anqi Feng, Dimitri Johnson, Grace R. Reilly, Loka Thangamathesvaran, Ann Nampomba, Mathias Unberath, Adrienne W. Scott, Craig Jones
A pre-trained ResNet-50 neural network was trained on a subset of the images and the classification accuracy, sensitivity, and specificity were quantified on the hold out test set.
no code implementations • 5 Feb 2023 • Daniel D Kim, Rajat S Chandra, Jian Peng, Jing Wu, Xue Feng, Michael Atalay, Chetan Bettegowda, Craig Jones, Haris Sair, Wei-Hua Liao, Chengzhang Zhu, Beiji Zou, Li Yang, Anahita Fathi Kazerooni, Ali Nabavizadeh, Harrison X Bai, Zhicheng Jiao
We investigated uncertainty sampling, annotation redundancy restriction, and initial dataset selection techniques.