1️⃣ Gesture-to-Word Recognition: Uses a deep learning model to recognize American Sign Language (ASL) gestures from a webcam. 2️⃣ Speech-to-Text Conversion: Uses Google Speech APIs to transcribe ...

Next, a 1D CNN classifier is used to identify hand motions. Results: After a lot of trial and error, we were able to obtain a hand tracking accuracy of 83.71% and 85.71% over the Indian Sign Language ...

Sign language recognition is an application of computer vision and machine learning that translates sign language gestures into text or speech. This project focuses on recognizing ASL gestures using a ...

Sign Language Recognition (SLR) tends to overcome the communication barrier between normal people and persons who lack the sense of hearing and the ability to speak. Recognition of sign language ...

In recent times, deep learning techniques have made remarkable progress across various domains and applications. However, Indian Sign Language (ISL) recognition, audio generation translation, still ...

Though some research works in the gesture recognition area use human arm sEMG captured by Myo armband or other similar devices. Sometimes, higher recognition accuracy is also achieved. But for SLR, ...