QCNN-H: Single-image dehazing using quaternion neural networks

V Frants, S Agaian, K Panetta - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Single-image haze removal is challenging due to its ill-posed nature. The breadth of real-
world scenarios makes it difficult to find an optimal dehazing approach that works well for …

A new acute leukaemia-automated classification system

S Agaian, M Madhukar… - Computer Methods in …, 2018 - Taylor & Francis
Acute leukaemia is a type of cancer that affects the blood and the bone marrow. Detection
and classification of white blood cells is a challenge in image processing, as manual data …

QSAM-Net: Rain streak removal by quaternion neural network with self-attention module

V Frants, S Agaian, K Panetta - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Real-world images captured in remote sensing, image or video retrieval, and outdoor
surveillance are often degraded due to poor weather conditions, such as rain and mist …

Introducing quaternion multi-valued neural networks with numerical examples

AB Greenblatt, SS Agaian - Information Sciences, 2018 - Elsevier
This paper introduces a new quaternion multi-valued neural network architecture and
demonstrates its potential with numerical examples of multi-channel prediction and …

Quaternion-based local and global color image enhancement algorithm

V Voronin, E Semenishchev… - Mobile Multimedia …, 2019 - spiedigitallibrary.org
Many images like medical images, satellite images, and real-life photographs may suffer
poor contrast degradation. Image enhancement is the image processing of improving the …

Image enhancement in a quaternion framework for remote sensing applications

V Voronin, E Semenishchev, Y Cen… - Artificial Intelligence …, 2020 - spiedigitallibrary.org
Image enhancement refers to processing images to make them more suitable for display or
further image analysis. So, image enhancement is a problem-oriented procedure for …

Commutative quaternion algebra and DSP fundamental properties: Quaternion convolution and Fourier transform

AM Grigoryan, SS Agaian - Signal Processing, 2022 - Elsevier
In recent years, quaternion algebra has been applied more and more in different
applications. A primary motivation for investigating quaternion algebras is to extend the …

Tensor transform-based quaternion Fourier transform algorithm

AM Grigoryan, SS Agaian - Information Sciences, 2015 - Elsevier
The traditional Fourier transform is a fundamental tool in signal and image processing,
which in color imaging transforms images either in monochrome or as separate color …

Multimodal image inpainting for an autonomous robot navigation application

N Gapon, V Voronin, E Semenishchev… - … and Applications II, 2021 - spiedigitallibrary.org
Automatic 3-D recovery from multimodal images can be extremely useful for information
extraction for the robot navigation application. In most cases, such a scene contains missing …

Transmission map optimization for single image dehazing

T Trongtirakul, S Agaian - Multimodal Image Exploitation and …, 2022 - spiedigitallibrary.org
In hazy weather, images and videos captured outdoor scenes often suffer from inadequate
visibility, low contrast, and color shift due to the atmospheric light scattering from the …