Semantic segmentation of hyperspectral images using convolutional neural networks and the attention mechanism

• Published in: Kompʹûternaâ optika Vol. 48; no. 6; pp. 894 - 902
• Main Authors: Gribanov, D.N., Mukhin, A.V., Kilbas, I.A., Paringer, R.A.
• Format: Journal Article
• Language: English
• Published: Samara National Research University 01.12.2024
• Subjects: attention mechanism; hyperspectral data; machine learning; neural network; semantic segmentation

This paper investigates an effect of the attention mechanism on the accuracy of hyperspectral image segmentation by convolutional neural networks in agriculture. The study compares two modifications of neural network architectures: with and without the attention mechanism. The attention mechanism is...