کنفرانس مهندسی برق ایران

صفحه اصلی / سی و سومین کنفرانس بین المللی مهندسی برق

Deep Learning Meets Explainable AI: A Robust Framework for X-Ray Fracture Detection

نویسندگان :

Ali Tamizifar¹ Shakiba Berenjkoub² Mina Amiri³

1- Isfahan university of technology 2- Isfahan university of technology 3- Isfahan university of technology

کلمات کلیدی :

Bone Fracture،FracAtlas،Explainable AI

چکیده :

Bone fractures, commonly diagnosed by X-ray imaging, often pose challenges for accurate detection due to variability in appearance and image quality. This study proposes a three-stage deep learning framework to address these challenges, namely preprocessing, binary classification, and localization. The preprocessing stage enhances image quality and removes extraneous parts of the X-ray images to isolate the primary regions of interest. The Swin Transformer V2 model achieves a classification accuracy of 95.41%, while YOLOv11 attains a mAP50 of 0.606 for fracture localization. To ensure explainability, Gradient-weighted Class Activation Mapping (Grad-CAM) is utilized to visualize the outputs from the last layer before the classifier and highlight the regions most relevant to the model’s decisions. This robust framework not only achieves high accuracy but also offers transparency, making it suitable for clinical applications in fracture detection.

لیست مقالات

لیست مقالات بایگانی شده

تخمین افسردگی مبتنی بر صوت با استفاده از بانک فیلتر و شبکه عصبی ResNet

علی نیک خراسانی - محمدرضا اکبرزاده توتونچی - مجید غیورمبرهن

Using a Novel Connection Triangle as a Classifier to Discriminate between Different Faults in the Frequency Response Analysis

Mohammad Hamed Samimi

Finite-time consensus of multi-agent systems via event-triggered control

Mehdi Zamanian - Farzaneh Abdollahi - Seyyed Kamaleddin Yadavar Nikravesh

Optimal Operation of Lithium-Ion Batteries Considering Degradation Cost in Vehicle-to-Grid Systems

Mahdi Esfandiari - Amin Rafrafi - Abolfazl Pirayesh

A Technical-Managerial Framework for Determining Periodic Performance Indices and Operating Ranges of Power Grid Frequency

Hamed Delkhosh - Hossein Seifi - Sajjad Gholamnejad - Morteza Yousefian

بررسی تاثیر دینامیکی سیستم‌های انرژی خورشیدی متصل به شبکه بر بارگذاری ترانسفورماتور و بهبود عملکرد شبکه فشار ضعیف توزیع نیروی برق

مهدی محمدی - رضا خدادی - علی معصومی

A Linear Position Sensor Proposal by Development of a Variable Reluctance Linear Resolver

Arman Ramezannezhad - Peyman Naderi - Lieven Vandevelde

Flexibility Assessment of Virtual Power Plant with Considering Dispatchable Wind Turbine

Mahdi Rahimi - Fatemeh Jahanbani Ardakani - Ali Reza Rahimi

A 23.4-31.9 GHz Tunable RF-MEMS Impedance Matching Network for 5G Power Amplifier

Fazel Ziraksaz - Alireza Hassanzadeh

Significant Methods to Improve Control of Quadrotors, Hexarotors and Octorotors

Peyman Amiri - Nima Sina - Mohammad Danesh

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0