Search Results - "Chaib, Souleyman"
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On the Co-Selection of Vision Transformer Features and Images for Very High-Resolution Image Scene Classification
Published in Remote sensing (Basel, Switzerland) (01-11-2022)“…Recent developments in remote sensing technology have allowed us to observe the Earth with very high-resolution (VHR) images. VHR imagery scene classification…”
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Journal Article -
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A Hybrid Model Combining Learning Distance Metric and DAG Support Vector Machine for Multimodal Biometric Recognition
Published in IEEE access (2021)“…Metric learning has significantly improved machine learning applications such as face re-identification and image classification using K-Nearest Neighbor (KNN)…”
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Journal Article -
3
Deep Feature Fusion for VHR Remote Sensing Scene Classification
Published in IEEE transactions on geoscience and remote sensing (01-08-2017)“…The rapid development of remote sensing technology allows us to get images with high and very high resolution (VHR). VHR imagery scene classification has…”
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Journal Article -
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VeSoNet: Traffic-Aware Content Caching for Vehicular Social Networks Using Deep Reinforcement Learning
Published in IEEE transactions on intelligent transportation systems (01-08-2023)“…Vehicular social networking is an emerging application of the Internet of Vehicles (IoV) which aims to achieve seamless integration of vehicular networks and…”
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Journal Article -
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mFILS: Tri-Selection via Convex and Nonconvex Regularizations
Published in IEEE transaction on neural networks and learning systems (01-07-2024)“…In many real-world applications, data are represented by multiple instances and simultaneously associated with multiple labels. These data are always redundant…”
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Journal Article -
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An Informative Feature Selection Method Based on Sparse PCA for VHR Scene Classification
Published in IEEE geoscience and remote sensing letters (01-02-2016)“…Understanding the scenes provided by very high resolution satellite (VHR) imagery has become a critical task. In this letter, we propose a new informative…”
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Journal Article -
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CoSP: co-selection pick for a global explainability of black box machine learning models
Published in World wide web (Bussum) (01-11-2023)“…Recently, few methods for understanding machine learning model’s outputs have been developed. SHAP and LIME are two well-known examples of these methods. They…”
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Journal Article -
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Dual link distributed source coding scheme for the transmission of satellite hyperspectral imagery
Published in Journal of visual communication and image representation (01-07-2021)“…•The problem of hyperspectral image lossless compression is highlighted.•A dual link distributed source coding (DLDSC) scheme is developed to improve…”
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Journal Article -
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Multibranch Cnn-Based Pansharpening With Skip Connection
Published in 2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS) (01-03-2020)“…Recent research on multispectral (MS) and panchromatic (PN) images fusion that known as pansharpening has progressed with the development of Convolutional…”
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Conference Proceeding -
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Very High Resolution Image Scene Classification with Semantic Fisher Vectors
Published in IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium (01-07-2018)“…Very high resolution (VHR) image scene classification is the most challenging of remote sensing data analysis, that has attracted researchers' attention. To…”
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Conference Proceeding -
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Transfer Learning for Changes Detection in Optical Remote Sensing Imagery
Published in IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium (01-07-2019)“…Change detection in land and urban environments has been an important task in remote sensing field. Deep learning has recently received an increasing attention…”
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Conference Proceeding -
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Improvememt of multi-temporal vegetation modeling using hybrid deep neural networks of multispectral remote sensing images
Published in IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium (01-07-2019)“…Land cover classification is one of the most important research fields in the remote sensing community. With the rapid growth of remote sensing sensors, it has…”
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Conference Proceeding -
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Bi-Directional LSTM Model For Classification Of Vegetation From Satellite Time Series
Published in 2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS) (01-03-2020)“…To further improve the classification accuracy of remote sensing time series data, in this paper, we propose a Bi-directional Long-Term and Short-Term Memory…”
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Conference Proceeding -
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Very High Resolution Image Scene Classification with Capsule Network
Published in IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium (01-07-2019)“…Convolutional Neural Network (CNN) has boosted the performance of Very High Resolution (VHR) remote sensing data classification. Moreover, the continuous…”
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Conference Proceeding -
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A VHR scene classification method integrating sparse PCA and saliency computing
Published in 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) (01-07-2016)“…Understanding a scene provided by very high resolution (VHR) satellite imagery has become a more and more challenging problem. In this paper, we propose a new…”
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Conference Proceeding