Evidence map›Paper›PMID 41682530›Full record

ArticleSensors (Basel, Switzerland)2026

Tumor Detection and Characterization Using Microwave Imaging Technique-An Experimental Calibration Approach.

Anudev Jenardanan Nair, Suraksha Rajagopalan, Naveen Krishnan Radhakrishna Pillai, Massimo Donelli, Sreedevi K Menon

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Anudev Jenardanan NairDepartment of Electrical and Electronics Engineering, Amrita Vishwa Vidyapeetham, Amritapuri 690525, India.ORCID 0000-0001-7028-6145
Suraksha RajagopalanDepartment of Electronics and Communication Engineering, Amrita Vishwa Vidyapeetham, Amritapuri 690525, India.
Naveen Krishnan Radhakrishna PillaiDepartment of Electronics and Communication Engineering, Amrita Vishwa Vidyapeetham, Amritapuri 690525, India.
Massimo DonelliDepartment of Civil, Environmental and Mechanical Engineering, University of Trento, 38123 Trento, Italy.ORCID 0000-0001-9477-9243
Sreedevi K MenonCentre for Flexible Electronics and Advanced Materials, Amrita Vishwa Vidyapeetham, Amritapuri 690525, India.ORCID 0000-0003-3953-4950

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microwave imaging (MWI) is a non-invasive technique for visualizing the anomalies of biological tissues. The imaging process is accomplished by comparing the electrical parameters of healthy tissues and malignant tissues. This work introduces a microwave imaging system for tumor detection in breast tissue. The experiment is performed in a homogeneous background medium, where a high dielectric contrast material is used to mimic the tumor. The proposed imaging system is experimentally evaluated for multiple tumor locations and sizes using a horn antenna. Reflection coefficients obtained from the monostatic configuration of the horn antenna are used for image reconstruction. The evaluation metrics, such as localization error, absolute area error, DICE score, Intersection over Union (IoU), precision, accuracy, sensitivity and specificity, are computed from the reconstructed image. A modified version of the beamforming algorithm improves the quality of reconstructed images by providing a minimum accuracy of 96% for all test cases, with an evaluation time of less than 48 s. The proposed methodology shows promising results under a controlled environment and can be implemented for clinical applications after adequate biological studies. This methodology can be used to calibrate any antenna system or phantom, as it has high contrast in conductivity, leading to better imaging. The present study contributes to Sustainable Development Goal (SDG) 3 by ensuring healthy lives and promoting wellbeing for all ages.

Indexed as

Microwave ImagingMicrowavesNeoplasmsAlgorithmsCalibrationHumansImage Processing, Computer-AssistedPhantoms, Imagingbeamforming algorithmdouble ridged horn antennaimage reconstructionmicrowave imagingrelative area of tumorSDG3

Identifiers

PMID41682530
PMCPMC12900151

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.