Application of Convolutional Neural Network in the Segmentation and Classification of High-Resolution Remote Sensing Images

Article ID

80MJ4

Accurate convolutional neural networks for remote sensing image classification.

Application of Convolutional Neural Network in the Segmentation and Classification of High-Resolution Remote Sensing Images

Dr. Ekambaram Kesavulu Reddy
Dr. Ekambaram Kesavulu Reddy
DOI

Abstract

Numerous convolution neural networks increase accuracy of classification for remote sensing scene images at the expense of the models’ space and time sophistication. This causes the model to run slowly and prevents the realization of a trade-off among model accuracy and running time. The loss of deep characteristics as the network gets deeper makes it impossible to retrieve the key aspects with a sample double branching structure, which is bad for classifying remote sensing scene photos.

Application of Convolutional Neural Network in the Segmentation and Classification of High-Resolution Remote Sensing Images

Numerous convolution neural networks increase accuracy of classification for remote sensing scene images at the expense of the models’ space and time sophistication. This causes the model to run slowly and prevents the realization of a trade-off among model accuracy and running time. The loss of deep characteristics as the network gets deeper makes it impossible to retrieve the key aspects with a sample double branching structure, which is bad for classifying remote sensing scene photos.

Dr. Ekambaram Kesavulu Reddy
Dr. Ekambaram Kesavulu Reddy

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Dr. Ekambaram Kesavulu Reddy. 2026. “. Global Journal of Computer Science and Technology – D: Neural & AI GJCST-D Volume 22 (GJCST Volume 22 Issue D2): .

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Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

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GJCST Volume 22 Issue D2
Pg. 53- 59
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GJCST-D Classification: DDC Code: 621.3678 LCC Code: G70.4
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Application of Convolutional Neural Network in the Segmentation and Classification of High-Resolution Remote Sensing Images

Dr. Ekambaram Kesavulu Reddy
Dr. Ekambaram Kesavulu Reddy

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