A Hybrid Method For Detection Of Lung Cancer Image Using Threshold Technique And KNN Algorithm

Lung cancer is a leading cause of death worldwide due to late diagnosis and inefficient detection methods. Accurate, early detection significantly improves patient outcomes. This paper presents a hybrid method that combines image segmentation, threshold techniques, and a hybrid KNN-CNN algorithm to enhance lung cancer image detection. The study examines existing segmentation and machine learning methods, proposes a novel algorithm, and validates its performance using benchmarks. The results demonstrate improved accuracy, sensitivity, and computational efficiency compared to existing approaches.

Authors

Publication Details

Journal
Nanotechnology Perceptions
Published
2024-12-01
DOI
https://doi.org/10.62441/nano-ntp.vi.3665
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
0.00
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article

A Hybrid Method For Detection Of Lung Cancer Image Using Threshold Technique And KNN Algorithm

B. D. Phulpagar, Pramod D. Patil, Ms. Rucha Alandikar
Nanotechnology Perceptions
Brain Tumor Detection and Classification
article

A Hybrid Method For Detection Of Lung Cancer Image Using Threshold Technique And KNN Algorithm

B. D. Phulpagar, Pramod D. Patil, Ms. Rucha Alandikar
article en

Abstract

Lung cancer is a leading cause of death worldwide due to late diagnosis and inefficient detection methods. Accurate, early detection significantly improves patient outcomes. This paper presents a hybrid method that combines image segmentation, threshold techniques, and a hybrid KNN-CNN algorithm to enhance lung cancer image detection. The study examines existing segmentation and machine learning methods, proposes a novel algorithm, and validates its performance using benchmarks. The results demonstrate improved accuracy, sensitivity, and computational efficiency compared to existing approaches.

Nanotechnology Perceptions
Good health and well-being
Openalex Percentile: Top 74%
Brain Tumor Detection and Classification
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