Medical images classification using deep learning: a survey

R Kumar, P Kumbharkar, S Vanam… - Multimedia Tools and …, 2024 - Springer
Deep learning has made significant advancements in recent years. The technology is
rapidly evolving and has been used in numerous automated applications with minimal loss …

Quality evaluation methods of chinese medicine based on scientific supervision: recent research progress and prospects

Z Chen, CT Vong, T Zhang, C Yao, Y Wang, H Luo - Chinese Medicine, 2023 - Springer
Traditional Chinese medicine (TCM) is increasingly getting attention worldwide, as it has
played a very satisfactory role in treating COVID-19 during these past 3 years, and the …

A novel approach for fundus image enhancement

A Raj, NA Shah, AK Tiwari - Biomedical signal processing and control, 2022 - Elsevier
Fundus image enhancement is an essential and challenging pre-processing step for
automated diagnosis of ocular disorders. The enhancement works reported earlier were …

Impact of generative modeling for fundus image augmentation with improved and degraded quality in the classification of glaucoma

R Leonardo, J Gonçalves, A Carreiro, B Simões… - IEEE …, 2022 - ieeexplore.ieee.org
Glaucoma is a heterogeneous group of diseases characterised by cupping of the optic nerve
head and visual field damage, starting with a progressive loss of vision that leads to …

Multi-target prediction for dummies using two-branch neural networks

D Iliadis, B De Baets, W Waegeman - Machine Learning, 2022 - Springer
Multi-target prediction (MTP) serves as an umbrella term for machine learning tasks that
concern the simultaneous prediction of multiple target variables. Classical instantiations are …

Colorectal cancer segmentation using atrous convolution and residual enhanced unet

NA Shah, D Gupta, R Lodaya, U Baid… - Computer Vision and …, 2021 - Springer
Colorectal cancer is a leading cause of death worldwide. However, early diagnosis
dramatically increases the chances of survival, for which it is crucial to identify the tumor in …

EfficientNetV2 based ensemble model for quality estimation of diabetic retinopathy images from DeepDRiD

S Tummala, VSG Thadikemalla, S Kadry, M Sharaf… - Diagnostics, 2023 - mdpi.com
Diabetic retinopathy (DR) is one of the major complications caused by diabetes and is
usually identified from retinal fundus images. Screening of DR from digital fundus images …

Small sample color fundus image quality assessment based on gcforest

H Liu, N Zhang, S Jin, D Xu, W Gao - Multimedia Tools and Applications, 2021 - Springer
Color fundus image quality greatly influence the doctors' diagnostic accuracy. However, the
problems of imbalance data and small sample are the key issues of the color fundus images …

Learning for retinal image quality assessment with label regularization

T Guo, Z Liang, Y Gu, K Liu, X Xu, J Yang… - Computer Methods and …, 2023 - Elsevier
Abstract Background and Objective: The assessment of the image quality is crucial before
the computer-aided diagnosis of fundus images. This task is very challenging. Firstly, the …

Objective quality assessment of medical images and videos: Review and challenges

R Rodrigues, L Lévêque, J Gutiérrez, H Jebbari… - Multimedia Tools and …, 2024 - Springer
Quality assessment is a key element for the evaluation of hardware and software involved in
image and video acquisition, processing, and visualization. In the medical field, user-based …