Deep learning methods for sign language translation

T Ananthanarayana, P Srivastava, A Chintha… - ACM Transactions on …, 2021 - dl.acm.org
deep learningbased methods for encoding sign languagesign language understanding
including textto-text translation, … Learning: The model is trained using Adam optimization with a …

Machine Learning Based Real Time Sign Language Detection

PR Sanmitra, VVS Sowmya… - International Journal of …, 2021 - journal.ijresm.com
… , Irish, American Sign Language and Indian Sign Language, … A loss function is used to
optimize the machine learning … In this paper, signs are translated into text statements to help …

[HTML][HTML] A comprehensive evaluation of deep models and optimizers for Indian sign language recognition

P Sharma, RS Anand - Graphics and visual computing, 2021 - Elsevier
Conversion of sign language into speech or text must bridge … The usage of hand-crafted
features and machine learning (ML) … deep models, and optimization hyperparameters on static …

Machine learning-based hand sign recognition

G Pala, JB Jethwani, SS Kumbhar… - … Conference on Artificial …, 2021 - ieeexplore.ieee.org
… American sign language is used in this project to understand … by converting it to text and
speech. It can also help someone … provide an optimization algorithm that can handle sparse …

Signet: A deep learning based indian sign language recognition system

CJ Sruthi, A Lijiya - 2019 International conference on …, 2019 - ieeexplore.ieee.org
sign language translator which can translate sign language into natural language and outputs
in text … gradient descent method for optimization which iteratively approximates the CNN …

An automatic machine translation system for multi-lingual speech to Indian sign language

AS Dhanjal, W Singh - multimedia Tools and Applications, 2022 - Springer
translate English text into Pakistani sign language [24]. Spanish speech to Spanish sign
language translation … the re-estimation of the HMM parameter helps to optimize the probability. …

Benchmarking deep neural network approaches for Indian Sign Language recognition

A Sharma, N Sharma, Y Saxena, A Singh… - Neural Computing and …, 2021 - Springer
… [12] proposed Arabic text to Arabic sign language translationoptimization tool that
incorporates more number of … among three promising deep learning-based approaches (the pre-…

Development of an end-to-end deep learning framework for sign language recognition, translation, and video generation

B Natarajan, E Rajalakshmi, R Elakkiya… - IEEE …, 2022 - ieeexplore.ieee.org
… Our contributions comprise the creation of Indian Sign Language (ISL… We use batch
normalization and Adam optimization techniques … Elakkiya, ‘‘Machine learning based sign

Advances in machine translation for sign language: approaches, limitations, and challenges

U Farooq, MSM Rahim, N Sabir, A Hussain… - Neural Computing and …, 2021 - Springer
… to sign language translation whereby text or voice in a natural … Indian Sign Language (ISL)
and Chinese Sign Language (CSL) … Therefore, the existing deep learning-based translation

Recognition of Indian sign language (ISL) using deep learning model

S Sharma, S Singh - Wireless personal communications, 2022 - Springer
… gesture and simultaneously converting it into meaningful text/audio. This system can be
broadly … Signet: A deep learning based indian sign language recognition system. In: 2019 …