Image segmentation using multilevel thresholding: a research review

S Pare, A Kumar, GK Singh, V Bajaj - Iranian Journal of Science and …, 2020 - Springer
… Both bi-level and multilevel thresholding methods can be … of optimal thresholds is fast in
multilevel thresholding case. Therefore, it … (2008) proposed an automatic multilevel thresholding

A gradient-based method for multilevel thresholding

C Shang, D Zhang, Y Yang - Expert Systems with Applications, 2021 - Elsevier
… At present, the research about fast algorithm for multi-threshold image segmentation is …
-based method different from bionic algorithm is proposed to search optimal multilevel thresholds. …

A multilevel thresholding algorithm using HDAFA for image segmentation

S Singh, N Mittal, H Singh - Soft Computing, 2021 - Springer
… time will improve quickly as they search … multilevel thresholding issues using distinct objective
function to address the computational inefficiency issues of standard thresholding methods

Multilevel thresholding based image segmentation using new multistage hybrid optimization algorithm

P Upadhyay, JK Chhabra - Journal of Ambient Intelligence and …, 2021 - Springer
Multilevel thresholding for Kapur’s entropy method is formulized as given below: … Due to
faster convergence rate we use PSO at primary stage instead of ABC or ACO. Basic steps and …

Automated microaneurysms detection and classification using multilevel thresholding and multilayer perceptron

N Mazlan, H Yazid, H Arof, H Mohd Isa - Journal of Medical and Biological …, 2020 - Springer
… and was reasonably fast to be … Multilevel thresholding is computed from the image obtained
after undergoing average filtering. Multilevel thresholding is part of the thresholding method. …

Automatic segmentation system for liver tumors based on the multilevel thresholding and electromagnetism optimization algorithm

LN Mahdy, KA Ezzat, M Torad… - International journal of …, 2020 - Wiley Online Library
… that integrate region-based local and global techniques using the active … and speed of
segmentation for liver images, we identify the optimal threshold of the image segmentation method

An efficient multilevel image thresholding method based on improved heap-based optimizer

EH Houssein, GM Mohamed, IA Ibrahim… - Scientific Reports, 2023 - nature.com
… , these methods are computationally faster than parametric methods, … than techniques
dependent on thresholding methods 9,10 . … The Otsu method is an automatic and non-parametric …

A multilevel color image thresholding scheme based on minimum cross entropy and alternating direction method of multipliers

J Li, W Tang, J Wang, X Zhang - Optik, 2019 - Elsevier
… of fast color image segmentation and propose a two-stage image segmentation method using
multi-level thresholding algorithm and … With the help of the alternating direction method of …

Multilevel thresholding for image segmentation using mean gradient

AM Ashir - Journal of Electrical and Computer Engineering, 2022 - Wiley Online Library
… distribution and determined the automatic threshold as the … performance of the proposed
thresholding methods, we used … -capacity application where speed and resource management …

Multilevel image thresholding with multimodal optimization

T Rahkar Farshi, R Demirci - Multimedia Tools and Applications, 2021 - Springer
… In that respect, thresholding methods with both techniques … In this study, a novel thresholding
algorithm without any … that aims to automatically determine the number of segments …