Detail publikace

A Shallow Convolution Neural Network for Predicting Lung Cancer Through Analysis of Histopathological Tissue Images

SINGH, A. SENGAR, N. DUTTA, M.K. BURGET, R.

Originální název

A Shallow Convolution Neural Network for Predicting Lung Cancer Through Analysis of Histopathological Tissue Images

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

Cancer remains an ailment that affects thousands of people resulting in the loss of life. Early diagnosis is essential for effective cancer treatment as cancer is not treatable once it has progressed to later stages. An optimized low-computational-cost shallow convolutional neural network-based framework for cancer diagnosis through analysis of histopathological tissue samples of the lung has been proposed. The proposed framework comprises a novel lightweight, efficient and robust diagnostic clas-sification network. The framework was trained on the LC25000 dataset and found to perform with an accuracy of 99.8% on the training set, 98.2% on the validation set, and 98.1 % on the test set. The performance of the proposed network was compared with other state-of-the-art networks and it was found that the proposed model was definitive for diagnosing unseen lung cancer images. The framework is capable of performing better than resource-intensive machine learning algorithms and can be deployed with limited computation and memory resource requirements.

Klíčová slova

Convolution Neural Network; Lung Cancer; Lung Cancer Classification; Machine Learning; Resource Intensive Procedure

Autoři

SINGH, A.; SENGAR, N.; DUTTA, M.K.; BURGET, R.

Vydáno

15. 8. 2022

Nakladatel

Institute of Electrical and Electronics Engineers Inc.

ISBN

9781665469487

Kniha

TSP 2022: 2022 45th International Conference on Telecommunications and Signal Processing

Strany od

126

Strany do

131

Strany počet

6

URL

https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9851353

BibTex

@inproceedings{BUT183053,
  author="Astha {Singh} and Namita {Sengar} and Malay Kishore {Dutta} and Radim {Burget}",
  title="A Shallow Convolution Neural Network for Predicting Lung Cancer Through Analysis of Histopathological Tissue Images",
  booktitle="TSP 2022: 2022 45th International Conference on Telecommunications and Signal Processing",
  year="2022",
  pages="126--131",
  publisher="Institute of Electrical and Electronics Engineers Inc.",
  doi="10.1109/TSP55681.2022.9851353",
  isbn="9781665469487",
  url="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9851353"
}