Description

AI Insights (AII) is an international, open-access journal that welcomes original scientific contributions across the entire spectrum of artificial intelligence (AI). It covers a wide range to AI and its diverse applications including machine learning, natural language processing, computer vision, intelligent agents and multi-agent systems, robotics and so on.

 

AII publishes research articles, review papers, short communications and so on. Full experimental details should be provided so that the results can be reproduced.

 

Latest Articles

  • Open Access

    Article

    Article ID: 4668

    Image Quality Assessment for Gaussian Blur using Siamese Network combined with ResNet-18

    by Emrah Arslan, Omid Zare, Zeinab Mohseni, Mahdi Beigzadeh, Abel Abebe Bzuayene, Ali Abbaszadeh Sori, Javad Hassannataj Joloudari, Bulbula Kumeda Kussia

    AI Insights , Vol.1, No.2, 2025; 35 Views

    This paper presents a novel Image Quality Assessment (IQA) framework, SNR (Siamese Network with ResNet-18), specifically designed for Gaussian blur detection. The approach leverages a Siamese network architecture combined with the ResNet-18 backbone to process image pairs—one blurred and one reference—to predict image quality based on their differences. The model effectively captures high-frequency features lost due to blur, such as edges and gradients. We conduct extensive experiments on the TID2013 dataset, showing that SNR achieves superior performance in blur-specific IQA tasks compared to other full-reference methods. Data augmentation techniques significantly improve model generalization, resulting in a test accuracy of 97.37% for ResNet-18. The proposed method demonstrates a strong correlation with human judgment and robust generalization across various image contents, with future work focusing on expanding its applicability to other distortions and optimizing computational efficiency.

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Call for papers: Special Issue on 'AI-Driven Interdisciplinary Integration and Innovation'

2025-05-30

This Special Issue focuses on AI-Driven Interdisciplinary Integration and Innovation, highlighting how AI catalyzes novel research paradigms through the fusion of traditionally siloed disciplines. By leveraging machine learning, neural networks, natural language processing, reinforcement learning, and symbolic reasoning, researchers are now embedding intelligence directly into diverse domains such as medicine, materials science, environmental monitoring, economics, and design.

Read more about Call for papers: Special Issue on 'AI-Driven Interdisciplinary Integration and Innovation'

Call For Papers | 2025 Volume 1, Issue 2

2025-05-07

Dear scholars/researchers,

AI Insights (AII) is an international, open-access journal that welcomes original scientific contributions across the entire spectrum of artificial intelligence (AI). It covers a wide range to AI and its diverse applications including machine learning, natural language processing, computer vision, intelligent agents and multi-agent systems, robotics and so on.

Read more about Call For Papers | 2025 Volume 1, Issue 2