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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 June 8, 2025 0 Comments

International Journal of Computer Techniques Volume 12 Issue 3 | Sign2Text: Bridging communication for Deaf and Non-Speaking Individuals

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Sign2Text: Bridging Communication for Deaf and Non-Speaking Individuals

Table of Contents

Sign2Text: Bridging Communication for Deaf and Non-Speaking Individuals

Authors: Deepali Kumari, Ram Kumar Sharma

Abstract

Sign language enables communication for individuals with speech impairments. Our system integrates CNN-RNN deep learning models with HMM-based speech synthesis to convert sign gestures into text and speech, enhancing accessibility.

Keywords

HMM, ASL, BSL, CNN, RNN, Gesture recognition, Deep learning, Text-to-Speech

Conclusion

The proposed system successfully recognizes sign gestures and translates them into speech. Future work includes improving real-time accuracy using Transformer models and refining dataset annotation techniques.

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