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

Classification of Schizophrenia Patients by Nonlinear Analysis of EEG

Amirhossein Tajik - Hoda Jalalkamali - Hossein Nezamabadipour

Speech Emotion Recognition Using Transfer Learning and Self-Supervised Speech Representation Learning

Marziye Azad - Babak Nasersharif

یک روش مستقل از پارامترهای خطا به‌منظور تشخیص، دسته‌بندی و تعیین سکشن خطا در سیستم انتقال چند ترمیناله بر اساس تبدیل موجک گسسته

احسان اکبری - عبدالرضا شیخ الاسلامی

GAN-Driven Image Generation for Metamaterial Absorbers Using Mean and Variance Encoding

Atefe Shahsavaripour - Mohammad Hossein Badiei - Leila Yousefi - Ahmad Kalhor

Non-Invasive Blood Pressure Estimation using Poincaré Plot Indices of Photoplethysmography Signals

Fatemeh Shoeibi - Esmaeil Najafiaghdam - Afshin Ebrahimi

Heterogeneous Coverage Path Planning For Multi- Agent systems with ACO and GA

Mohammad Hasan Jalili Bahabadi - ََAmir Mahdavi - Saeed Khankalantary

A Simplified Computational Method for a Proposed mm-Wave Reconfigurable Intelligent Surface

Nima Ahmadi - Forouhar Farzaneh

Evaluation of Blood Bilirubin via Visible Light Waves

Reyhane Zarei - Mousa Shamsi - Amin Eidi

Infrared Small Target Detection Based on Directional Mean Difference and Compactness

Mohammad Rahbari Dust - MASOUMEH AZGHANI

Multiphysics Analysis of HTS Transformer utilizing Stainless Steel Stabilizer on Short Circuit Condition

Ashkan Mirzaei Rajeooni - Hossein Heydari - Mohammad Khakroei - Mahdi Rahimi Pirbasti

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2