Search Results for author: Craig Jones

Found 4 papers, 2 papers with code

RTA-Former: Reverse Transformer Attention for Polyp Segmentation

1 code implementation22 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.

Segmentation

Evidential Uncertainty Quantification: A Variance-Based Perspective

1 code implementation19 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.

Active Learning Classification +3

Automated Artifact Detection in Ultra-widefield Fundus Photography of Patients with Sickle Cell Disease

no code implementations11 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.

Artifact Detection Specificity

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