0% Complete
Home
/
14th International Conference on Computer and Knowledge Engineering
YOLOatt-Med: YOLO-Based Attention Mechanism for Medical Image Classification
Authors :
Fatemeh Naserizadeh
1
Erfan Akbarnezhad Sany
2
Parsa Sinichi
3
Seyyed Abed Hosseini
4
1- Faculty of Electrical and Computer Engineering, Malek Ashtar University of Technology, Tehran, Iran
2- Faculty of Computer Engineering, Quchan University of Technology, Quchan, Iran
3- Faculty of Computer Engineering, Quchan University of Technology, Quchan, Iran
4- Department of Electrical Engineering, Mashhad Branch, Islamic Azad University, Mashhad, Iran
Keywords :
Diagnosis،YOLOv8،Convolutional Block Attention Module،Classification،Lung cancer
Abstract :
Early and accurate diagnosis of respiratory diseases can significantly reduce mortality rates. This study presents a novel approach for classifying respiratory diseases from medical images using computer vision. The method integrates YOLOv8 (you only look once version 8), a powerful object detection model, with the convolutional block attention module (CBAM) to enhance feature extraction and improve classification accuracy. The proposed model was evaluated on two datasets: chest computed tomography (CT) scans for lung cancer classification and chest X-rays for pneumonia classification. The results demonstrate that the CBAM-YOLOv8 model outperforms existing state-of-the-art methods. This improvement highlights the effectiveness of the proposed method in focusing on critical image features for accurate disease classification.
Papers List
List of archived papers
Automated Person Identification from Hand Images\\using Hierarchical Vision Transformer Network
Zahra Ebrahimian - Seyed Ali Mirsharji - Ramin Toosi - Mohammad Ali Akhaee
Improving Motor Imagery Classification in BCI Systems Using EMD and Multi-Layer CNNs
Reza Arghand - Ali Chaibakhsh - Moein Radman
Performance Evaluation Study of Color Space Selection In Video Based Facial Expression Recognition Using Deep Neural Networks For Sentiment Analysis
Phee Wei Qin - Ervin Gubin Moung - Ali Farzamnia - Farashazillah Yahya - John Julius Danker Khoo - Maisarah Mohd Sufian
A parallel CNN-BiGRU network for short-term load forecasting in demand-side management
Arghavan Irankhah - Sahar Rezazadeh Saatlou - Mohammad Hossein Yaghmaee - Sara Ershadi-Nasab - Mohammad Alishahi
T-Rank: Graph Data Analytics for Urban Traffic Modeling
Alireza Safarpour - Iman Gholampour - Amirhossain Aghazadeh Fard - Seyed Mohammad Karbasi
Explainable Error Detection Method for Structured Data using HoloDetect framework
Abolfazl Mohajeri Khorasani - Sahar Ghassabi - Behshid Behkamal - Mostafa Milani
Multi-Layer Collaborative Graph with BPR Similarity Embedding for Recommender System
Mostafa Ghorbani - Azadeh Mansouri
FarSick: A Persian Semantic Textual Similarity And Natural Language Inference Dataset
Zahra Ghasemi - Mohammad Ali Keyvanrad
AI-Driven Relocation Tracking in Dynamic Kitchen Environments
Arash Nasr Esfahani - Hamed Hosseini - Mehdi Tale Masouleh - Ahmad Kalhor - Hedieh Sajedi
No-Reference Video Quality Assessment by Deep Feature Maps Relations
Amir Hossein Bakhtiari - Azadeh Mansouri
more
Samin Hamayesh - Version 41.7.6