An Introduction to Machine and Deep Learning Methods for Cloud Masking Applications

A Anzalone, A Pagliaro, A Tutone - Applied Sciences, 2024 - mdpi.com
Cloud cover assessment is crucial for meteorology, Earth observation, and environmental
monitoring, providing valuable data for weather forecasting, climate modeling, and remote …

Utilizing Ensemble Learning for Detecting Multi-Modal Fake News

M Luqman, M Faheem, WY Ramay, MK Saeed… - IEEE …, 2024 - ieeexplore.ieee.org
The spread of fake news has become a critical problem in recent years due extensive use of
social media platforms. False stories can go viral quickly, reaching millions of people before …

Novel applications of Convolutional Neural Networks in the age of Transformers

T Ersavas, MA Smith, JS Mattick - Scientific Reports, 2024 - nature.com
Abstract Convolutional Neural Networks (CNNs) have been central to the Deep Learning
revolution and played a key role in initiating the new age of Artificial Intelligence. However …

Multi-scale full spike pattern for semantic segmentation

Q Su, W He, X Wei, B Xu, G Li - Neural Networks, 2024 - Elsevier
Spiking neural networks (SNNs), as the brain-inspired neural networks, encode information
in spatio-temporal dynamics. They have the potential to serve as low-power alternatives to …

FCIoU: A Targeted Approach for Improving Minority Class Detection in Semantic Segmentation Systems

J Plangger, M Atia, H Chaoui - Machine Learning and Knowledge …, 2023 - mdpi.com
In this paper, we present a comparative study of modern semantic segmentation loss
functions and their resultant impact when applied with state-of-the-art off-road datasets …

Hybrid Approach to Colony-Forming Unit Counting Problem Using Multi-Loss U-Net Reformulation

V Jumutc, A Suponenkovs, A Bondarenko, D Bļizņuks… - Sensors, 2023 - mdpi.com
Colony-Forming Unit (CFU) counting is a complex problem without a universal solution in
biomedical and food safety domains. A multitude of sophisticated heuristics and …

DPNet: Dual-Pyramid Semantic Segmentation Network Based on Improved Deeplabv3 Plus

J Wang, X Zhang, T Yan, A Tan - Electronics, 2023 - mdpi.com
Semantic segmentation finds wide-ranging applications and stands as a crucial task in the
realm of computer vision. It holds significant implications for scene comprehension and …

Semantic scene segmentation for indoor autonomous vision systems: leveraging an enhanced and efficient U-NET architecture

TAN Le, NV Nguyen, NT Nguyen, NQP Le… - Multimedia Tools and …, 2024 - Springer
Advancements in indoor autonomous vision systems (IAVSs) underscore the need to bridge
the gap between their capabilities and human perception of real-world scenes. This paper …

Image Segmentation of Fiducial Marks with Complex Backgrounds Based on the mARU-Net

X Zhang, J Wang, Y Wang, Y Feng, S Tang - Sensors, 2023 - mdpi.com
Circuits on different layers in a printed circuit board (PCB) must be aligned according to high-
precision fiducial mark images during exposure processing. However, processing quality …

From Segmentation to Classification: A Deep Learning Scheme for Sintered Surface Images Processing

Y Yang, T Chen, L Zhao - Processes, 2023 - mdpi.com
Effectively managing the quality of iron ore is critical to iron and steel metallurgy. Although
quality inspection is crucial, the perspective of sintered surface identification remains largely …