Browsing by Author "Hanbay, Davut"
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3 boyutlu evrişimsel sinir ağı kullanılarak hiperspektral görüntülerin sınıflandırılması
Fırat, Hüseyin; Hanbay, Davut (Bingöl Üniversitesi, 2022)Hiperspektral görüntü sınıflandırma, uzaktan algılanan görüntülerin analizi için yaygın olarak kullanılmaktadır. Bir hiperspektral görüntü, uygulamalarda büyük potansiyele sahip olan yer nesnelerinin zengin spektral ... -
3D residual spatial-spectral convolution network for hyperspectral remote sensing image classification
Firat, Huseyin; Asker, Mehmet Emin; Bayindir, Mehmet Ilyas; Hanbay, Davut (Springer London Ltd, 2023)Hyperspectral remote sensing images (HRSI) are 3D image cubes that contain hundreds of spectral bands and have two spatial dimensions and one spectral dimension. HRSI analysis are commonly used in a wide variety of ... -
4CF-Net: New 3D convolutional neural network for spectral spatial classification of hyperspectral remote sensing images
Fırat, Hüseyin; Hanbay, Davut (Gazi University, 2022)Hyperspectral images (HSI) are contiguous band images commonly used in remote sensing. Deep learning (DL) is an effective method used in HSI classification. Convolutional neural networks (CNN) are one of the DL methods ... -
Classification of Hyperspectral Images Using 3D CNN Based ResNet50
Firat, Huseyin; Hanbay, Davut (Ieee, 2021)Hyperspectral images are images containing rich spectral and spatial information widely used in remote sensing applications. The development of deep learning techniques has had a significant impact on the classification ... -
Classification of hyperspectral remote sensing images using different dimension reduction methods with 3D/2D CNN
Fırat, Hüseyin; Asker, Mehmet Emin; Hanbay, Davut (Elsevier, 2022)The high dimensionality of hyperspectral remote sensing images (HRSI) affects the classification performance. Therefore, most HRSI classification methods use dimension reduction methods as a solution for high dimensionality. ... -
Comparison of 3D CNN based deep learning architectures using hyperspectral images
Firat, Huseyin; Hanbay, Davut (Gazi Univ, Fac Engineering Architecture, 2023)Hyperspectral images (HSI) are 3-dimensional (3D) image cubes with two spatial and one spectral dimensions. The development of deep learning methods has had a significant impact on HSI classification. Especially convolutional ... -
Hiperspektral görüntü sınıflandırması için derinlemesine ayrılabilir evrişim tabanlı artık ağ mimarisi
Fırat, Hüseyin; Asker, Mehmet Emin; Hanbay, Davut (Gazi Üniversitesi, 2022)Hiperspektral uzaktan algılama görüntüleri (HUAG), yüzlerce spektral bant içeren ve iki uzamsal-bir spektral boyuta sahip 3B görüntü küpleridir. Sınıflandırma, HUAG’de en popüler konulardan biridir. Son yıllarda HUAG ... -
Hybrid 3D Convolution and 2D Depthwise Separable Convolution Neural Network for Hyperspectral Image Classification
Convolutional neural networks (CNNs) are one of the popular deep learning methods used to solve the hyperspectral image classification (HSIC) problem. CNN has a strong feature learning ability that can ensure more distinctive ... -
Hybrid 3D/2D Complete Inception Module and Convolutional Neural Network for Hyperspectral Remote Sensing Image Classification
Firat, Huseyin; Asker, Mehmet Emin; Bayindir, Mehmet Ilyas; Hanbay, Davut (Springer, 2023)Classification in hyperspectral remote sensing images (HRSIs) is a challenging process in image analysis and one of the most popular topics. In recent years, many methods have been proposed to solve the HRSIs classification ... -
Multiscale Feature Fusion for Hyperspectral Image Classification Using Hybrid 3D-2D Depthwise Separable Convolution Networks
Firat, Hueseyin; Cig, Harun; Guellueoglu, Mehmet Tahir; Asker, Mehmet Emin; Hanbay, Davut (Int Information & Engineering Technology Assoc, 2023)Hyperspectral remote sensing images (HRSI) comprise three-dimensional image cubes, containing a single spectral dimension alongside two spatial dimensions. HRSI are presently among the foremost essential datasets for Earth ... -
Spatial-spectral classification of hyperspectral remote sensing images using 3D CNN based LeNet-5 architecture
Firat, Hueseyin; Asker, Mehmet Emin; Bayindir, Mehmet Ilyas; Hanbay, Davut (Elsevier, 2022)Hyperspectral remote sensing image (HRSI) analysis are commonly used in a wide variety of remote sensing applications such as land cover analysis, military surveillance, object detection and precision agriculture. Deep ...
