Language without Barrier: A Machine Learning Based American Sign Language Analyzer

This project focuses on developing a real-time system that translates American Sign Language (ASL) into written English. The core of the framework uses Temporal Convolutional Networks (TCNs) to recognize and classify motion-based ASL gestures, those involving hand movements over time, rather than static signs. By accurately interpreting these gestures from video input, the system helps improve communication between the deaf or hard-of-hearing community and the hearing world. This work aims to enhance accessibility and support more inclusive digital interactions.

Publication Details

Journal
Scholarly Commons (University of the Pacific)
Published
2025-04-30
Primary Topic
Hand Gesture Recognition Systems
Type
article
Field-Weighted Citation Impact
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article

Language without Barrier: A Machine Learning Based American Sign Language Analyzer

Scholarly Commons (University of the Pacific)
Hand Gesture Recognition Systems
article

Language without Barrier: A Machine Learning Based American Sign Language Analyzer

article en

Abstract

This project focuses on developing a real-time system that translates American Sign Language (ASL) into written English. The core of the framework uses Temporal Convolutional Networks (TCNs) to recognize and classify motion-based ASL gestures, those involving hand movements over time, rather than static signs. By accurately interpreting these gestures from video input, the system helps improve communication between the deaf or hard-of-hearing community and the hearing world. This work aims to enhance accessibility and support more inclusive digital interactions.

Scholarly Commons (University of the Pacific)
Quality Education
Openalex Percentile: Top 46%
Hand Gesture Recognition Systems
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Language without Barrier: A Machine Learning Based American Sign Language Analyzer · Scholarly Commons (University of the Pacific) (2025) | TGRS Research Map | TGRS