0% Complete
Home
/
14th International Conference on Computer and Knowledge Engineering
Segmentation of Coronary Artery Stenosis in X-ray Angiography using Mamba Models
Authors :
Fatemeh Fouladi
1
Ali Rostami
2
Hedieh Sajedi
3
1- University of Tehran
2- University of Tehran
3- University of Tehran
Keywords :
mamba،medical image segmentation،selective space models،unet،Coronary Artery Stenosis،semantic segmentation
Abstract :
Coronary artery disease stands as one of the pri- mary contributors to global mortality rates. The automated identification of coronary artery stenosis from X-ray images plays a critical role in the diagnostic process for coronary heart disease. This task is challenging due to the complex structure of coronary arteries, intrinsic noise in X-ray images, and the fact that stenotic coronary arteries appear narrow and blurred in X-ray angiographies. This study employs five different variants of the Mamba-based model and one variant of the Swin Transformer-based model, primarily based on the U-Net architecture, for the localization of stenosis in Coronary artery disease. Our best results showed an F1 score of 68.79% for the U-Mamba BOT model, representing an 11.8% improvement over the semi-supervised approach.
Papers List
List of archived papers
Analyzing the Impact of COVID-19 on Economy from the Perspective of User’s Reviews
Fatemeh Salmani - Hamed Vahdat-Nejad - Hamideh Hajiabadi
Weakly Supervised Learning in a Group of Learners with Communication
Ali Ganjbakhsh - Ahad Harati
Novel Insights in Deep Learning for Predicting Climate Phenomena
Mohammad Naisipour - Saghar Ganji - Iraj Saeedpanah - Behnam Mehrakizadeh - Ahmad Reza Labibzadeh
Intelligent Interpretation of Frequency Response Signatures to Diagnose Radial Deformation in Transformer Windings Using Artificial Neural Network
Reza Behkam - Hossein Karami - Mehdi Salay Naderi - Gevork B. Gharehpetian
XAI for Transparent Autonomous Vehicles: A New Approach to Understanding Decision-Making in Self-driving Cars
Maryam Sadat Hosseini Azad - Amir Abbas Hamidi Imani - Shahriar Baradaran Shokouhi
Automated Person Identification from Hand Images\\using Hierarchical Vision Transformer Network
Zahra Ebrahimian - Seyed Ali Mirsharji - Ramin Toosi - Mohammad Ali Akhaee
Automating Theory of Mind Assessment with a LLaMA-3-Powered Chatbot: Enhancing Faux Pas Detection in Autism
Avisa Fallah - Ali Keramati - Mohammad Ali Nazari - Fatemeh Sadat Mirfazeli
A New Time Series Approach in Churn Prediction with Discriminatory Intervals
Hedieh Ahmadi - Seyed Mohammad Hossein Hasheminejad
Automatic Detection and Risk Assessment of Session Management Vulnerabilities in Web Applications
Nasrin Garmabi - Mohammad Ali Hadavi
Designing an IT2 Fuzzy Rule-based System for Emotion Recognition Using Biological Data
Mahsa Keshtkar - Hooman Tahayori
more
Samin Hamayesh - Version 41.7.6