Volume 02, Issue 02

Open Access Original Research

Zebra Stripe Pattern-Inspired Convolutional Neural Network for Motion Blur Removal in Traffic Surveillance Images
by Mohammad Sharifi and Mohsen Zefreh

PatternIQ Mining.2025, (02)2, 1-13. piqm.25.11
Pub. Date: May 2025

Motion Blur Removal   Traffic Surveillance   Directional Convolution   Edge Preservation   Zebra Stripe Pattern   Convolutional Neural Network 

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Open Access Original Research

Reptile Optimization-Based Framework for Precise Lesion Segmentation in Skin Images
by Nazar A. Awad and Salah Badidi

PatternIQ Mining.2025, (02)2, 14-28. piqm.25.12
Pub. Date: May 2025

Lesion Segmentation   Reptile Optimization   Meta-Learning   Skin Cancer Detection   UNet Architecture  
Dermoscopic Images  

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Open Access Original Research

Low Light Image Enhancement Using Owl Eye Optimization and Deep Residual Learning
by Asri Abd Rahman and Zaman Ngadi

PatternIQ Mining.2025, (02)2, 29-41. piqm.25.13
Pub. Date: May 2025

Low-light enhancement   Deep residual learning   Owl Eye Optimization   Hyperparameter tuning   Image quality  
Visual restoration  

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Open Access Original Research

Swarm Optimization Enhanced Convolutional Neural Network for Early Stage Weed Detection in Farmland Imagery
by Hossein Bahrani and Sebti Abu-Rukba

PatternIQ Mining.2025, (02)2, 42-53. piqm.25.14
Pub. Date: May 2025

Weed Detection   Precision Agriculture   Convolutional Neural Network   Particle Swarm Optimization   UAV Imagery  
Smart Farming  

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Open Access Original Research

Contrastive Memory Network for Reducing Visual Artifacts in High Resolution Histopathology Image Data
by Saeid Akbar Jalali

PatternIQ Mining.2025, (02)2, 54-67. piqm.25.15
Pub. Date: May 2025

Contrastive learning   memory network   histopathology   visual artifacts   image denoising   medical image preprocessing  

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Open Access Original Research

Fuzzy Crab Optimization Based Framework for Handwritten Character Recognition in Low Resource Scripts
by Mayahi Ibrahim and Jameel Dhannoon

PatternIQ Mining.2025, (02)2, 68-79. piqm.25.16
Pub. Date: May 2025

Fuzzy Crab Optimization   Convolutional Neural Network   Handwritten Character Recognition  Low-Resource Scripts   Feature Optimization   Linguistic Preservation  

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Open Access Original Research

Geological Pattern Recognition Using Morphological Feature Learning and Tree Seed Optimization
by binti Sumari and Norisma Halim

PatternIQ Mining.2025, (02)2, 80-90. piqm.25.17
Pub. Date: May 2025

Geological Pattern Recognition   Morphological Feature Learning,   Tree Seed Optimization   Morph-CNN  
Lithofacies Classification   Seismic Image Analysis  

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