no code implementations • 20 Nov 2021 • Long Gao, Chang Liu, Dooman Arefan, Ashok Panigrahy, Margarita L. Zuley, Shandong Wu
To address this challenge, we propose a medical-knowledge-guided one-class classification approach that leverages domain-specific knowledge of classification tasks to boost the model's performance.
no code implementations • 20 Nov 2021 • Long Gao, Chang Liu, Dooman Arefan, Ashok Panigrahy, Shandong Wu
These methods mainly focus on capturing either compact or descriptive features, where the information of the samples of a given one class is not sufficiently utilized.
1 code implementation • 20 Oct 2021 • Jun Luo, Gene Kitamura, Dooman Arefan, Emine Doganay, Ashok Panigrahy, Shandong Wu
We evaluate our method through extensive experiments on a classification task of elbow fracture with a dataset of 1, 964 images.