Brain Tumour Detection: High - Precision with Anisotropic Filtration

A brain tumour is a type of brain lesion, which is an area of damaged tissue. Brain tumours can be benign (not cancerous) or malignant (cancerous). Early diagnosis of a brain tumour enhances the patient's chances of survival. Manual brain tumor detection is difficult and prone to inaccuracy. The purpose of this paper is to determine whether or not a patient's brain has a tumor using MRI scans. This work adapts anisotropic filtering — originally used in gaming for noise reduction and edge preservation - to improve medical imaging using MAT LAB simulation. Anisotropic diffusion refers to a technique that allows Pixel intensity values diffuse over nearby pixels, with diffusion at a given site being inversely proportional to local contrast. The proposed strategy outperformed established strategies in terms of accuracy.

Authors

Publication Details

Published
2025-04-29
DOI
https://doi.org/10.1109/aimla63829.2025.11041159
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Brain Tumour Detection: High - Precision with Anisotropic Filtration

Manikavasagam Karthik, T. Karthikeyan, S. Prabakar, R Balajisharavanan et al.
Brain Tumor Detection and Classification
article

Brain Tumour Detection: High - Precision with Anisotropic Filtration

Manikavasagam Karthik, T. Karthikeyan, S. Prabakar, R Balajisharavanan, Shri Hari G, R Surya
article en

Abstract

A brain tumour is a type of brain lesion, which is an area of damaged tissue. Brain tumours can be benign (not cancerous) or malignant (cancerous). Early diagnosis of a brain tumour enhances the patient's chances of survival. Manual brain tumor detection is difficult and prone to inaccuracy. The purpose of this paper is to determine whether or not a patient's brain has a tumor using MRI scans. This work adapts anisotropic filtering — originally used in gaming for noise reduction and edge preservation - to improve medical imaging using MAT LAB simulation. Anisotropic diffusion refers to a technique that allows Pixel intensity values diffuse over nearby pixels, with diffusion at a given site being inversely proportional to local contrast. The proposed strategy outperformed established strategies in terms of accuracy.

Openalex Percentile: Top 80%
Brain Tumor Detection and Classification
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.

Brain Tumour Detection: High - Precision with Anisotropic Filtration — Manikavasagam Karthik, T. Karthikeyan, et al. · (2025) | TGRS Research Map | TGRS