The Novel Outlier Extraordinariness Sensing and Recreation Operation Established on Adaptive MDBUTMF

In the research community of the outlier extraordinariness sensing and recreation operation, illustrational units are algebraically manifested as normal and abnormal units. As a result, the MDBUTMF operation has the outstanding performance and less complexity for Consistent Sizableness Impulsive Outlier (CSIO) however the limitation of the original MDBUTMF is the recreation of the outlier units where all illustrational units in the window are outlier and the recreational unit is computed from all outlier illustrational units therefore the original MDBUTMF has the limited performance, especially at heavy outlier percentage. The algebraically article proposes the novel outlier extraordinariness sensing and recreation operation established on the adaptive MDBUTMF (Modified decision based unsymmetric trimmed median filter) which is promoted from the original MDBUTMF. In the computer simulation, numberless outlier illustrations, which are coalesced of GIRL and BABOON at all outlier percentage, are considered by the proposed adaptive MDBUTMF operation in contradistinction of the performance of state-of-art schemes: SMF, MF, AMF, WMF and original MDBUTMF. Due to the simulation results, the performance of the proposed adaptive MDBUTMF operation is exceeding than all preceding operations at all outlier percentage in both PSNR and illustrational quality, especially at heavy outlier percentage.

Authors

Institutions

Publication Details

Published
2025-03-05
DOI
https://doi.org/10.1109/ieecon64081.2025.10987597
Primary Topic
Anomaly Detection Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Novel Outlier Extraordinariness Sensing and Recreation Operation Established on Adaptive MDBUTMF

Vorapoj Patanavijit, Darun Kesrarat, Kornkamol Thakulsukanant, Wilaiporn Lee et al.
Anomaly Detection Techniques and Applications
article

The Novel Outlier Extraordinariness Sensing and Recreation Operation Established on Adaptive MDBUTMF

Vorapoj Patanavijit, Darun Kesrarat, Kornkamol Thakulsukanant, Wilaiporn Lee, Kanabadee Srisomboon
article en

Abstract

In the research community of the outlier extraordinariness sensing and recreation operation, illustrational units are algebraically manifested as normal and abnormal units. As a result, the MDBUTMF operation has the outstanding performance and less complexity for Consistent Sizableness Impulsive Outlier (CSIO) however the limitation of the original MDBUTMF is the recreation of the outlier units where all illustrational units in the window are outlier and the recreational unit is computed from all outlier illustrational units therefore the original MDBUTMF has the limited performance, especially at heavy outlier percentage. The algebraically article proposes the novel outlier extraordinariness sensing and recreation operation established on the adaptive MDBUTMF (Modified decision based unsymmetric trimmed median filter) which is promoted from the original MDBUTMF. In the computer simulation, numberless outlier illustrations, which are coalesced of GIRL and BABOON at all outlier percentage, are considered by the proposed adaptive MDBUTMF operation in contradistinction of the performance of state-of-art schemes: SMF, MF, AMF, WMF and original MDBUTMF. Due to the simulation results, the performance of the proposed adaptive MDBUTMF operation is exceeding than all preceding operations at all outlier percentage in both PSNR and illustrational quality, especially at heavy outlier percentage.

Assumption University (TH), King Mongkut's University of Technology North Bangkok (TH)
Innovation Fund
Climate action
Openalex Percentile: Top 96%
Anomaly Detection Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.