A comprehensive evaluation of feature selection algorithms in hyperspectral image classification
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 10 Temmuz 2016
VİJOUYEH HAMED,TAŞKIN KAYA GÜLŞEN
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A comparison of differential evolution and Harmony Search methods for SVM model selection in hyperspectral image classification
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 10 Temmuz 2016
CEYLAN OĞUZHAN,TAŞKIN KAYA GÜLŞEN
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A novel method for feature selection with random sampling HDMR and its application to hyperspectral image classification
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Milan, Italy/TÜRKİYE, 26 Temmuz 2015
TAŞKIN KAYA GÜLŞEN,KAYA HÜSEYİN,LORENZO BRUZZONE
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Feature Selection Based on High Dimensional Model Representation for Hyperspectral Images
IEEE Transactions on Image Processing, Vol. 26, No. 6, Haziran 2017, s. 2918-2928, ISSN: 1057-7149
TAŞKIN KAYA GÜLŞEN,KAYA HÜSEYİN,BRUZZONE LORENZO
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An Adaptive Affinity Matrix Optimization for Locality-Preserving Projection via Heuristic Methods for Hyperspectral Image Analysis
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Ocak 2019, s. 1-10, ISSN: 1939-1404
TAŞKIN KAYA GÜLŞEN,CEYLAN OĞUZHAN
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SVM parameter selection based on harmony search with an application to hyperspectral image classification
2016 24th Signal Processing and Communication Application Conference (SIU), Zonguldak, Turkey/TÜRKİYE, 16 Mayıs 2016
CEYLAN OĞUZHAN,TAŞKIN KAYA GÜLŞEN
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A Scalable Unsupervised Feature Selection With Orthogonal Graph Representation for Hyperspectral Images
Workshop on Hyperspectral Image and Signal Processing: Evolutions in Remote Sensing (WHISPERS), 30 Ekim 2023
TAŞKIN KAYA GÜLŞEN, YETKİN EMRULLAH FATİH, CAMPS-VALLS GUSTAU
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INTERPRETING HYPERSPECTRAL REMOTE SENSING IMAGE CLASSIFICATION METHODS VIA EXPLAINABLE ARTIFICIAL INTELLIGENCE
The International Geoscience and Remote Sensing Symposium (IGARSS), 16 Temmuz 2023
TURAN DEREN EGE, APTOULA ERCHAN, ERTÜRK ALP, TAŞKIN KAYA GÜLŞEN
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Graph Embedding via High Dimensional Model Representation for Hyperspectral Images
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60, Ocak 2022, ISSN: 0196-2892
TAŞKIN KAYA GÜLŞEN, CAMPS-VALLS GUSTAU
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Unsupervised classification of hyperspectral images using an Adaptive Vector Tunnel classifier
IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING XVIII, Vol. 8537, No. null, 24 Eylül 2012
DEMİRCİ SÜLEYMAN,ERER IŞIN
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PRINCIPAL COMPONENT ANALYSIS APPROACH IN HYPERSPECTRAL IMAGE CLASSIFICATION WITH MACHINE LEARNING METHODS
International Symposium on Applied Geoinformatics 2021, Riga/LİTVANYA, 2 Aralık 2021
ATİK ŞAZİYE ÖZGE, ATİK MUHAMMED ENES
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Optimal band selection using explainable artificial intelligence for machine learning-based hyperspectral image classification
Journal of Applied Remote Sensing, Vol. 18, No. 4, Temmuz 2024, ISSN: 1931-3195
ATİK ŞAZİYE ÖZGE,ATİK MUHAMMED ENES
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Dual-stream spectral-spatial convolutional neural network for hyperspectral image classification and optimal band selection
Advances in Space Research, Vol. 74, No. 5, Eylül 2024, s. 2025-2041, ISSN: 0273-1177
ATİK ŞAZİYE ÖZGE
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DIMENSION REDUCTION WITH PRINCIPAL COMPONENT ANALYSIS IN HYPERSPECTRAL IMAGE CLASSIFICATION USING MACHINE LEARNING
The 43rd Asian Conference on Remote Sensing 2022, Ulaanbaatar/MOĞOLİSTAN, 4 Ekim 2022
ATİK ŞAZİYE ÖZGE
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A comparative analysis of classification methods for hyperspectral images generated with conventional dimension reduction methods
Turkish Journal of Electrical Engineering and Computer Sciences, Vol. 25, No. 1, Ocak 2017, s. 58-72, ISSN: 1300-0632
ARSLAN OZAN,AKYÜREK ÖZER,KAYA ŞİNASİ
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A Model Distillation Approach for Explaining Black-Box Models for
Hyperspectral Image Classification
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, 17 Temmuz 2022
TAŞKIN KAYA GÜLŞEN
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