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

Enhanced Current Commutation Drive Circuit for Hybrid DC Circuit Breaker

Alireza Jaafari - Sadegh Mohsenzade - Ali Asghar Razi-Kazemi

Autoencoders for Input Reduction in Interval Type-2 Hyperbolic Fuzzy System Identification and Control: Experimental Results

Behnaz Mohammadi - Nazanin Ildarabadi - Mohammad-R Akbarzadeh-T

بررسی اثر پیرشدگی بر میدان الکتریکی و جریان نشتی در مقره‌های پلیمری آلوده با شبیه‌سازی به روش اجزای محدود

محمد گودرزی - سید محمد شهرتاش - احمد غلامی

Identifying Singular 2-D Systems Using 1-D Methods

Masoud Shafiee - Kamyar Azarakhsh

Energy Allocation Methods in NOMA Modulation Using Machine Learning Algorithms in the Presence of Jamming

Khashayar Saremi - Bahareh Akhbari

Adaptive fault tolerant neural control of heterogeneous second-order multi-agent systems

Mohammad Hadi Rezaei - Ali Abooee

Improved Generative Adversarial Network with Differentiable KS Distance

Siavash Sadeghi Ivrigh - Mohammadreza Hassannejad Bibalan - Asghar Keshtkar

Design Investigation of a Broadband Polarization Rotator Using SIW Technology with T-Shaped Slots

Amin Azimi - Mohammad.H Neshati

An Iterative Approach to Enhance the Accuracy of TDOA-Based Localization by Averaging and Reducing Noise

Reza Bahrampour - Mohammad Hossein Madani - Hossein Bahramgiri

A Robust Video Steganography using 3D-CNN and Maximum Mean Discrepancy Cost Function

Ali Ghofrani - Rahil Mahdian Toroghi - Hassan Zareian

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3