0% Complete
صفحه اصلی
/
سی و دومین کنفرانس بین المللی مهندسی برق
Uneven Illumination Correction in Whole Slide Imaging using Pix2Pix
نویسندگان :
Sama Nemati
1
Hasti Shabani
2
1- دانشگاه شهید بهشتی تهران
2- دانشگاه شهید بهشتی تهران
کلمات کلیدی :
Whole Slide Imaging،Uneven illumination correction،Deep learning،cGAN،pix2pix،Digital image processing
چکیده :
This study proposed an effective real time method for uneven illumination correction in whole slide imaging based on deep learning and pix2pix structure. We developed a customized network and provided an in-depth analysis of the effectiveness of important hyperparameters such as the bottleneck size. We also investigated the performance of common pixel-wised, feature matching, and perceptual loss functions (MAE, MSE SSIM, and LPIPS) in reconstructing images’ details. The result of the proposed network has been compared to the most highlighted traditional methods and recently proposed deep structure. The uneven illumination has been eliminated effectively in the results.
لیست مقالات
لیست مقالات بایگانی شده
Automotive radar target classification using micro-Doppler features
Amin Aghatabarroodbary - Mohammad Hassan Bastani - Fereidoon Behnia
A Hybrid Approach for Multimodal Biometric Recognition based on Feature Level Fusion in Reproducing Kernel Hilbert Space
Mohammad Hassan Safavipour - Mohammad Ali Doostari - Hamed Sadjedi
طراحی کنترلکنندهی جدولبندی بهرهی پسخورد خروجی کلیدزن مقاوم برای سیستمهای پارامتر متغیر خطی نامعین چندوجهی پیوسته-زمان
رضا یاوری - سعید شمقدری - آرش صادقزاده
Efficient signal detection via compressive sensing in uplink massive MIMO systems
Soroush Mesforush Mashhad - Mojtaba Amiri - Ali Olfat
Fast Subdomain Approximation of Brushless Electrical Machines with Spoke-Hub Permanent Magnets
Meisam Pourahmadinakhli - Seyed Hassan Daryanavard - Masoud Jokar-Kohanjani - Sina Soltani
A Coronavirus Herd Immunity Optimizer For Intrusion Detection System
Amir Soltany Mahboob - Hadi Shahriar Shahhoseini - Mohammad Reza Ostadi Moghaddam - Shima Yousefi
Design, Simulation and Analysis of a MIM Plasmonic Sensor Based on the Cross-Shaped Resonator
Setare Farzane - Hassan Kaatuzian - Leila Hajshahvaladi
پیشبینی بازار سرمایه به کمک دادهکاوی با الگوریتمهای رگرسیونی
شیوا نمایان - محمدشهرام معین
Stability Analysis of Singular 2-D Positive systems
Mahmoud Zamani - Masoud Shafiee - Iman Zamani
Multi-Objective Concurrent Kernel Scheduling for Multi-GPU Systems
Negar Baradar Alizadeh - Mahmoud Momtazpour
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0