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Breast Cancer Classification and Segmentation Using Machine Learning Classifiers and Convolutional Neural Networks – IJCT Volume 12 – Issue 5 | IJCTV12I5P50

Breast Cancer Classification and Segmentation Using Machine Learning Classifiers and Convolutional Neural Networks – IJCT Volume 12 – Issue 5 | IJCTV12I5P50

Breast Cancer Classification and Segmentation Using Machine Learning Classifiers and Convolutional Neural Networks – IJCT Volume 12 – Issue 5 | IJCTV12I5P50

Breast Cancer Classification and Segmentation Using Machine Learning Classifiers and Convolutional Neural Networks – IJCT Volume 12 – Issue 5 | IJCTV12I5P50

IJCT Current Issue IJCT Policy Indexing Low Cost Publication Publication Guidelines volume 12 issue 3 IJCT May 21, 2025 3 Comments

International Journal of Computer Techniques Volume 12 Issue 3 | Deep Learning Framework for Shipwreck and Airplane Classification in Sonar Images Using VGG19 and Siamese Networks

IJCT Indexed Computer Science Journal - 2025

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Deep Learning Framework for Shipwreck and Airplane Classification in Sonar Images

Table of Contents

Deep Learning Framework for Shipwreck and Airplane Classification

International Journal of Computer Techniques – Volume 12 Issue 3, May – June – 2025

ISSN: 2394-2231 | Visit Journal

Author

Sreeja Gundu
Department of Electronics and Communication Engineering, Osmania University, Hyderabad, India
gundu.sreeja@gmail.com

Abstract

This paper explores deep learning-based classification of sonar images into shipwrecks and airplanes using VGG19 and Siamese networks, with the VGG19 model achieving superior performance in underwater object detection.

Conclusion

The study validates the effectiveness of VGG19 for sonar image classification, demonstrating higher accuracy compared to the Siamese Network. Future enhancements will focus on dataset expansion, transformer-based models, and hybrid deep learning architectures.

References

F. Z. C. C. X. H. G. P. Xin Wen, “Side-Scan Sonar Underwater Target Detection,” IEEE Journal of Oceanic Engineering, 2024.
A. M. N. A. M. Tincy Thomas Chungath, “Transfer Learning-Based Deep Neural Networks for Underwater Sonar Image Classification,” IEEE Journal of Oceanic Engineering, 2024.
G. Koch et al., “Siamese Neural Networks for One-Shot Image Recognition,” ICML Deep Learning Workshop, 2015.

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