Combining 2D encoding and convolutional neural network to enhance land cover mapping from Satellite Image Time Series

A Abidi, D Ienco, AB Abbes, IR Farah - Engineering Applications of Artificial …, 2023 - Elsevier
The use of high spatial resolution Satellite Image Time Series (SITS) provides an opportunity
for a wide spectrum of Earth surface monitoring applications such as Land Use/Land Cover …

Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors

SB Soumma, SM Alam, R Rahman, UN Mahi… - arXiv preprint arXiv …, 2024 - arxiv.org
Freezing of gait (FOG) is a debilitating symptom of Parkinson's disease (PD) that impairs
mobility and safety. Traditional detection methods face challenges due to intra and inter …

[HTML][HTML] Wi-Fi sensing gesture control algorithm based on semi-supervised generative adversarial network

C Wang, Y Ding, M Zhou, L Tang - PeerJ Computer Science, 2024 - peerj.com
A Wi-Fi-sensing gesture control system for smart homes has been developed based on a
theoretical investigation of the Fresnel region sensing model, addressing the need for non …

Orthrus: multi-scale land cover mapping from satellite image time series via 2D encoding and convolutional neural network

A Abidi, D Ienco, A Ben Abbes, IR Farah - Neural Computing and …, 2024 - Springer
With the advent of modern Earth observation (EO) systems, the opportunity of collecting
satellite image time series (SITS) provides valuable insights to monitor spatiotemporal …

Investigating Deep Learning and Image-Encoded Time Series Approaches for Multi-Scale Remote Sensing Analysis in the context of Land Use/Land Cover Mapping

A Abidi - 2024 - hal.science
In this thesis, the potential of machine learning (ML) in enhancing the mapping of complex
Land Use and Land Cover (LULC) patterns using Earth Observation data is explored …

Sualtı objelerinin makine öğrenmesi yöntemleri ile tespitinde zaman serisi-görüntü dönüşümü tabanlı yeni yaklaşımlar

MU Demirezen, A Civrizoğlu… - … Mimarlık Fakültesi Dergisi, 2021 - dergipark.org.tr
Ses dalgalarını kullanarak cismin boyut, uzaklık, yön ve diğer özelliklerinin tespit edilmesi
için kullanılan sonar; denizaltı maden, petrol aramalarında, denizaltı haritalamasında, balık …

[PDF][PDF] Novel Approach for Imaging Time Series for the Improvement of Classification Results “Grayscale Fingerprint Features Field Imaging (G3FI)”

H AL JOUMAA, L AL-SHROUF… - …, 2023 - dpi-proceedings.com.destechpub …
The remarkable successes achieved by Deep Learning (DL) in computer vision drew the
attention of researchers to exploit this capability to apply it for the processing of time series …

Encodage 2D de séries temporelles d'imagerie satellitaires pour l'amélioration

A Abidi, D Ienco, AB Abbes, IR Farah - Traitement et Analyse de l' …, 2023 - hal.science
In this paper, we propose Encodeep, a novel method for land use/land cover classification
using satellite time series images (STIS). Our objective is to explore the 2D transformation of …