Search Results for author: Ashok Panigrahy

Found 3 papers, 1 papers with code

Medical Knowledge-Guided Deep Learning for Imbalanced Medical Image Classification

no code implementations20 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.

Image Classification Medical Image Classification +1

Constrained Deep One-Class Feature Learning For Classifying Imbalanced Medical Images

no code implementations20 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.

Descriptive One-Class Classification

Knowledge-Guided Multiview Deep Curriculum Learning for Elbow Fracture Classification

1 code implementation20 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.

Classification Transfer Learning

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