کنفرانس مهندسی برق ایران

صفحه اصلی / سی و دومین کنفرانس بین المللی مهندسی برق

Uneven Illumination Correction in Whole Slide Imaging using Pix2Pix

نویسندگان :

Sama Nemati¹ Hasti Shabani²

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

طبقه بندی سکته مغزی در یک سیستم دو بعدی چند فرکانسی با استفاده از امواج مایکروویو و یادگیری عمیق

محسن مهرانیان - محمدسعید ماجدی - امیررضا عطاری

Primary-Side Nonlinear Model Predictive Control for Dynamic Wireless Power Transfer System in Electric Vehicles

Kioumars Shahriari - Salar Sadeghian - Sahand Fardadidokht Fooman - Adib Abrishamifar

A High Gain, High IIP3, Perfect Input Matching, Programmable Gain LNA in CMOS Technology

Amirhossein Tajik - Seyedali Samareh Taherinasab - Samad Sheikhaei

Si/SiO2/Ag optical sensor

Alireza Karimpour - Mehrdad Naemi Dehkharghani - Faramarz Hossein-babaei

Simultaneous Stabilization of Constrained Singular Time-delay Systems

Emad Jafari - Tahereh Binazadeh

Digitizing Analog ECGs: A Deep Learning Pipeline for Converting Historical Records into High-Quality Digital Signals

Sahar Askari - Somayeh Afrasiabi

Dominant Control Set Selection in Clustered Complex Brain Network

Sana Motallebi - Mohammad Javad Yazdanpanah - Abdol-Hossein Vahabie

Photonic Crystal-based Plasmonic Biosensor with Low-cost and High-sensitivity Properties

Mahdieh Ahmadi Motlagh - Mahdieh Bozorgi - Mahmood Rafaei-Booket

مدل‌سازی نویز فاز در ساختار کاهنده نویز نوسان‌ساز مبتنی بر تداخل‌سنجی

سیدمحمدعلی صدرقاینی - علی بنائی

Design of Fresnel-Region Millimeter-Wave Metasurface Beam Shaper Using Deep Learning

Mohammad Hossein Koohi Ghamsari - Ehsan Imanbeygi - Mehdi Ahmadi-Boroujeni

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4