[HTML][HTML] Atelectasis detection in chest X-ray images using convolutional neural networks and transfer learning with anisotropic diffusion filter

AM Ayalew, YA Bezabh, BM Abuhayi… - Informatics in Medicine …, 2024 - Elsevier
… utilizing patient chest X-ray data. To diagnose atelectasis from chest X-ray images, we used
… This study presents an effective method for categorizing chest X-ray images as normal or …

Enhancement of chest radiograph in emergency intensive care unit by means of reverse anisotropic diffusion-based unsharp masking model

S Chen, Y Cai - Diagnostics, 2019 - mdpi.com
… a classical image enhancement technique. Because of the isotropic diffusion filter applied in
Chest X-ray radiographs (CXRs) are a standard imaging modality that accounts for about 40…

Anisotropic Diffusion-based Multiscale Medical Image Analysis Technique for COVID-19 Detection

T Barbu, M Luca, A Ciobanu - 2021 International Conference …, 2021 - ieeexplore.ieee.org
… multiscale image analysis techniques use 2D Gaussian filter … proposed nonlinear anisotropic
diffusion-based filtering model … medical image training set composed of Chest X-ray images

Application of Anisotropic Diffusion Filters and Convolutional Neural Network with Mobilenet Framework On X-Ray Image to Detect Pneumonia

ZS Irawaty, Z Abidin - … of Advances in Information Systems and …, 2023 - journal.unnes.ac.id
… and anisotropic diffusion filters in detecting pneumonia. In this study, the chest x-ray images
… object to be classified using anisotropic diffusion filters and convolutional neural networks to …

Mathematical Model for Anisotropic diffusion Filter and GLRLM Feature Extraction to Detect Covid-19 from Chest X-Ray Images

S Sanjayprabu, RS Kumar… - … and Robotics (STCR …, 2022 - ieeexplore.ieee.org
… In this study, chest X-ray scan images are preprocessed using an anisotropic diffusion
filter and three classifiers, and the Covid-19 cases are classified from the chest X-ray images

COVID-19 detection from chest X-ray images using feature fusion and deep learning

M Ahsan, MA Based, J Haider, M Kowalski - Sensors, 2021 - mdpi.com
X-ray images were fused to develop the classification model through training by CNN (VGGNet).
Modified anisotropic diffusion filtering (… Modified anisotropic diffusion filtering (MADF) …

Analysis of quantum noise-reducing filters on chest X-ray images: A review

TB Chandra, K Verma - Measurement, 2020 - Elsevier
… by using the image quality metrics, … images. Furthermore, the results of qualitative measures
and subjective analysis demonstrate that the guided filter and anisotropic diffusion filter both …

Filtering of X-Ray Images using Nonlinear Isotropic Diffusion

IR Draganov, RP Mironov - 2022 57th International Scientific …, 2022 - ieeexplore.ieee.org
… In this paper optimization procedure is proposed for the Perona-Malik nonlinear isotropic
diffusion filter based on quality metrics evaluation. The method can indicate the optimal number …

A comparative analysis of various filters to denoise medical X-ray images

A Roy, P Maity - … on Electronics, Materials Engineering & Nano …, 2020 - ieeexplore.ieee.org
… However, if we consider the edge preserving properties, Anisotropic Filtering also give …
medical X-Ray images, however, same comparative analysis can be done by using XRay images

Brain tumor X-ray images enhancement and classification using anisotropic diffusion filter and transfer learning models

MM Gomaa, AG Zain elabdeen, A Elnashar… - International Journal of …, 2024 - Springer
… In this paper, we present an efficient method for automatic brain tumor classification using
X-ray data. First using a suitable filter to remove noise and enhance X-ray images; then we …