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Machine Learning Based Techniques for Image and Video Processing

2026
AfroNet: A Cross-Attention Enhanced U-Net for Breast Cancer Image Segmentation
Vuppula Manohar*, P. S. Rao, Sreedhar Kollem, Karri Chiranjeevi*, B. Jaya, M. Shashidhar, Syed M. Ahamed, Appala S. Kumar, and Manasa Koppula

Application of Machine Learning to Determine Fish Freshness Based on Eye Images
John P. Q. Tomas*, Maria R. J. C. Caranay, Eonn G. M. G. Domingo, Mia B. Enciso, and Bonifacio T. Doma

Edge Detection Using Clip ReLU-Based Enhanced Hybrid Network
Wazir Lakra and Rajeshwar Dass *

MMTFL: Multi-Timescale Multi-Modal Feature Learning for Weakly-Supervised Anomaly Detection
Erkut Akdag *, Henk Corporaal, Peter H. N. D. With, and Egor Bondarev

Intelligent Image Indexing for Fast, Scalable, and Accurate Visual Information Retrieval
Abdelkrim Saouabe* and Said Tkatek


Hierarchical Multi-scale Transformer for Breast Tumor Staging with Visual Interpretability and Risk Stratification
Satyanarayana Reddy Beram*, R Lalchhanhima, and Ksh. Robert Singh

Clustering Websites by Salient Design Features
Thisaranie Kaluarachchi*, Sumedhe Dissanayake, and Manjusri Wickramasinghe

Normalized Deep Learning Model for Classifying White Blood Cell
Ali Rakan Hasan Al-Jader, Neam Salim M. Sheet*, Mazin N. Farhan, and Raid Rafi Omar Al-Nima

Ensemble Transfer Learning Approach for Efficient Brain Tumour Prediction
Istabraq H. Jasim, Zakariya A. Oraibi*, and Entesar B. Talal

Comparative Evaluation of Machine Learning Models for Hand Gesture Recognition Using Feature Extraction
Fauziah*, Riadi M. Dinata, Dhieka A. Lantana, and Billy Hendrik

Domain-Aware Spatial-Temporal Selective Gated LSTM for Real-Time Driver Drowsiness Detection
Novriadi Antonius Siagian, Poltak Sihombing*, Amalia, and Ade Candra

 

2025
 Enhancing image Recognition with Quaternion Neural Networks: A Novel Approach to Color Layer Integration
Taha Y. Abdulqader, Shahla A. Abdulqader, and Shatha A. Baker *

 Detection of Corals, Seagrass, and Seaweeds Using YOLOv9 Instance Segmentation with Image Augmentation
Ken D. Gorro*, Anthony S. Ilano, Lawrence P. Roble, Rue Nicole R. Santillan, Joseph C. Pepito, Elmo B. Ranolo, Kim D. Gorro, Apple Jane M. Gorro, Moustafa F. Ali, Archival J. Sebial, and Jezreel N. Buot

 A Novel Deep Learning Approach for Speckle Denoising Using Hyperparameter Tuning
Nilima Patil*, M. M. Deshpande, and V. N. Pawar

Performance Evaluation of Different Optimizers on Alzheimer’s Disease Classification Using a Customized Convolutional Neural Network
Pallavi Saikia * and Sanjib Kr Kalita

CLDS-YOLO: Corn Leaf Disease Detection and Severity Evaluation Using YOLOv9
Elmo Ranolo*, Ken Gorro, Lawrence Roble, Christia Mae Camay, Rue Nicole Santillan, Anthony Ilano, Deofel Balijon, and Daniel Ariaso Sr.

Research on Controllable Image Generation Technology for Chinese Text
Yongxia Hu and Dong-Hyun Kim*

Optimized Heart Disease Image Classification on Edge Devices Using Knowledge Distillation and Layer Compression
Yogendra N. Prajapati*, Dev Baloni, and Avdhesh Gupta

Evaluating Facial Emotional Proportion Based on Computer Vision Technique
Lujain Y. Abdulkadir*, Hiba A. Saleh, Omar I. Alsaif, and Rana K. Sabri

Binomial Dropout Convolutional Neural Network Classifier-Based Micro-expression Recognition System
Anjani S. D. D.*, M. K. Kumar, Chinnam Sabitha, P. V. V. S. R. Kumari, and Sasi R. Desabathula

Fine-Tuned Object Detection for Mask Recognition Using Green Computing in IoT Systems
Yousef Farhaoui*, Ahmad E. Allaoui, Jawad Rasheed, and Onur Osman

DenseNet-SVM: An Intelligent Model for Pancreatic Cancer Detection
Anagani V. Shanthi*, Alli D. Rani*, Panuganti Ravi, and Muppalla Tharangini

Leukemia Cancer Classification via Attention- Guided Deep Networks on Microscopic Smear Images
Mageshwari V.*, Jana U. Sagar, and Ashok K. M.

 

2024
Musical Note Position and Duration Recognition Model in Optical Music Recognition Using Convolutional Neural Network
Douglas Rakasiwi Nugroho * and Amalia Zahra

Normalized-UNet Segmentation for COVID-19 Utilizing an Encoder-Decoder Connection Layer Block
Mohammed Al-Mukhtar*, Ammar Awni Abbas, Aws H. Hamad, and Mina H. Al-hashimi

Classification of Water Bodies Using Ensemble of U-Net and Random Forest Algorithm
Vasavi S*, Venkata Kalyan Chintalapudi, and Akhila Sree Rajeswari Vuppuluri

MRI Brain Tumor Analysis on Improved VGG-16 and Efficient NetB7 Models
Salini Yalamanchili, Padma Yenuga, Nagaraju Burla, HariKiran Jonnadula, Sai Chandana Bolem, Venkata Rami Reddy Chirra, Venkata Ramana M, Parimala Garnepudi, and Narasimha Rao Yamarthi*

YOLOv5 vs. YOLOv8: Performance Benchmarking in Wildfire and Smoke Detection Scenarios
Edmundo Casas, Leo Ramos*, Eduardo Bendek, and Francklin Rivas-Echeverria

Evaluation of GAM Classifier Performance for Airplane Remote Sensing Images Based on SIFT Features
Haidy S. Fouad* and Hend A. Elsayed

Gait Recognition Using Hybrid LSTM-CNN Deep Neural Networks
Entesar T. Burges*, Zakariya A. Oraibi, and Ali Wali

Meta Learning Approach Based on Episodic Learning for Few-Shot Image Classification
Syeda Roohi Fatema* and Sumana Maradithaya

A Review on Medical Image Applications Based on Deep Learning Techniques
Ali H. Abdulwahhab*, Noof T. Mahmood, Ali Abdulwahhab Mohammed, Indrit Myderrizi, and Mustafa Hamid Al-Jumaili

Enhancing Monkeypox Diagnostics: Exploring the Potential of EfficientNet and Big Transfer
Sharia Arfin Tanim, Kazi Tanvir, Al Rafi Arnob, Md. Hasibur Rahman, Tasmia Binte Munir Maisha, and Kamruddin Nur*

TransUNet for Precise and Robust GI tract Segmentation in MRI Images
Bindu Madhavi Tummala*, Rishitha Jaladi, Dasari Chinna Veeraiah, and Aruna Kumari Peruri

A Review of Deep Learning in Inverse Problem Imaging Using Super-Resolution Reconstruction Algorithms
Rongfu Wang* and Mary Jane C. Samonte

2023
Deep Learning in Grapevine Leaves Varieties Classification Based on Dense Convolutional Network

Hunar A. Ahmed, Hersh M. Hama, Shayan I. Jalal, and Mohammed H. Ahmed *

Breast Cancer Detection Using Image Processing and Machine Learning
Zeyad Q. Habeeb *, Branislav Vuksanovic, and Imad Q. Al-Zaydi

Efficient Hybrid Algorithm for Human Action Recognition
Mostafa A. Abdelrazik *, Abdelhaliem Zekry , and Wael A. Mohamed

Melanoma Detection Based on SVM Using MATLAB
Radhwan M. W. Khaleel * and Nasseer M. Basheer

Evaluation of SSD Architecture for Small Size Object Detection: A Case Study on UAV Oil Pipeline Monitoring
Annisa Istiqomah Arrahmah *, Rissa Rahmania, and Dany Eka Saputra

Improving Brain Tumor Classification Efficacy through the Application of Feature Selection and Ensemble Classifiers
Y Yuhandri *, Agus Perdana Windarto, and Muhammad Noor Hasan Siregar

2022
Multi-level Multi-scale Deep Feature Encoding for Chronological Age Estimation from OPG Images

Sultan Alkaabi and Salman Yussof