Data augmentation in classification and segmentation: A survey and new strategies

K Alomar, HI Aysel, X Cai - Journal of Imaging, 2023 - mdpi.com
In the past decade, deep neural networks, particularly convolutional neural networks, have
revolutionised computer vision. However, all deep learning models may require a large …

Deep learning-based method to recognize line objects and flow arrows from image-format piping and instrumentation diagrams for digitization

Y Moon, J Lee, D Mun, S Lim - Applied sciences, 2021 - mdpi.com
As part of research on technology for automatic conversion of image-format piping and
instrumentation diagram (P&ID) into digital P&ID, the present study proposes a method for …

Deep learning approach for the detection of noise type in ancient images

P Pawar, B Ainapure, M Rashid, N Ahmad, A Alotaibi… - Sustainability, 2022 - mdpi.com
Recent innovations in digital image capturing techniques facilitate the capture of stationary
and moving objects. The images can be easily captured via high-end digital cameras …

SAR target recognition using cGAN-based SAR-to-optical image translation

Y Sun, W Jiang, J Yang, W Li - Remote Sensing, 2022 - mdpi.com
Target recognition in synthetic aperture radar (SAR) imagery suffers from speckle noise and
geometric distortion brought by the range-based coherent imaging mechanism. A new SAR …

Sonar image target detection based on style transfer learning and random shape of noise under zero shot target

J Xi, X Ye, C Li - Remote Sensing, 2022 - mdpi.com
With the development of sonar technology, sonar images have been widely used to detect
targets. However, there are many challenges for sonar images in terms of object detection …

Robust deep learning models for OFDM-based image communication systems in intelligent transportation systems (ITS) for smart cities

N Islam, S Shin - Electronics, 2023 - mdpi.com
Internet of Things (IoT) ecosystem in smart cities demands fast, reliable, and efficient image
data transmission to enable real-time Computer Vision (CV) applications. To fulfill these …

Quality grading of river crabs based on machine vision and GA-BPNN

H Wang, H Zhu, L Bi, W Xu, N Song, Z Zhou, L Ding… - Sensors, 2023 - mdpi.com
The prices of different quality river crabs on the market can vary several times. Therefore, the
internal quality identification and accurate sorting of crabs are particularly important for …

Denoising of nifti (mri) images with a regularized neighborhood pixel similarity wavelet algorithm

RG Akindele, M Yu, PS Kanda, EO Owoola, I Aribilola - Sensors, 2023 - mdpi.com
The recovery of semantics from corrupted images is a significant challenge in image
processing. Noise can obscure features, interfere with accurate analysis, and bias results …

Design of a medical decision-supporting system for the identification of brain tumors using entropy-based thresholding and non-local texture features

KR Reddy, RK Batchu, S Polinati… - Frontiers in Human …, 2023 - frontiersin.org
Introduction Brain tumors arise due to abnormal growth of cells at any brain location with
uneven boundaries and shapes. Usually, they proliferate rapidly, and their size increases by …

Segmentation and Classification of Zn-Al-Mg-Sn SEM BSE Microstructure

D Kuchar, P Gogola, Z Gabalcova, A Nemethova… - Applied Sciences, 2023 - mdpi.com
The microstructure of materials is shaped not only by their chemical composition, but also by
the thermomechanical processes used during the processing of a specific piece. The correct …