Search Results for author: Xiao Qi

Found 6 papers, 4 papers with code

Augmenting endometriosis analysis from ultrasound data with deep learning

no code implementations19 Feb 2023 Adrian Balica, Jennifer Dai, Kayla Piiwaa, Xiao Qi, Ashlee N. Green, Nancy Phillips, Susan Egan, Ilker Hacihaliloglu

Our objective in this work is to investigate the potential of deep learning methods to classify endometriosis from ultrasound data.

Multi-Feature Vision Transformer via Self-Supervised Representation Learning for Improvement of COVID-19 Diagnosis

1 code implementation3 Aug 2022 Xiao Qi, David J. Foran, John L. Nosher, Ilker Hacihaliloglu

To improve the diagnostic performance of CXR imaging a growing number of studies have investigated whether supervised deep learning methods can provide additional support.

COVID-19 Diagnosis Representation Learning +1

Multi-Feature Semi-Supervised Learning for COVID-19 Diagnosis from Chest X-ray Images

1 code implementation4 Apr 2021 Xiao Qi, John L. Nosher, David J. Foran, Ilker Hacihaliloglu

The requirement for a large amount of labeled data is one of the major problems of deep learning methods when deployed in the medical domain.

Computed Tomography (CT) COVID-19 Diagnosis +2

Chest X-ray Image Phase Features for Improved Diagnosis of COVID-19 Using Convolutional Neural Network

1 code implementation6 Nov 2020 Xiao Qi, Lloyd Brown, David J. Foran, Ilker Hacihaliloglu

The enhanced images, together with the original CXR data, are used as an input to our proposed CNN architecture.

Image Enhancement

Shape-from-Mask: A Deep Learning Based Human Body Shape Reconstruction from Binary Mask Images

no code implementations22 Jun 2018 Zhongping Ji, Xiao Qi, Yigang Wang, Gang Xu, Peng Du, Qing Wu

In this paper, we propose a deep learning based reconstruction of 3D human body shape from 2D orthographic views.

Data Augmentation

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