Sign Language Recognition ML Frameworks

Tools for real-time recognition, detection, and translation of sign language gestures into text or speech using computer vision and machine learning. Does NOT include general gesture recognition, speech-to-text, or accessibility applications without sign language focus.

There are 152 sign language recognition frameworks tracked. The highest-rated is harshbg/Sign-Language-Interpreter-using-Deep-Learning at 46/100 with 740 stars.

Get all 152 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	harshbg/Sign-Language-Interpreter-using-Deep-Learning A sign language interpreter using live video feed from the camera.	46	Emerging	740	Python
2	AvishakeAdhikary/Realtime-Sign-Language-Detection-Using-LSTM-Model Realtime Sign Language Detection: Deep learning model for accurate,...	44	Emerging	78	Jupyter Notebook
3	Arshad221b/Sign-Language-Recognition Indian Sign language Recognition using OpenCV	43	Emerging	248	Jupyter Notebook
4	beingaryan/Sign-To-Speech-Conversion Sign Language Detection system based on computer vision and deep learning...	43	Emerging	137	Jupyter Notebook
5	sahanruwantha/siconv The siconv Python package simplifies the conversion between Sinhala and...	40	Emerging	6	Python
6	Tachionstrahl/SignLanguageRecognition Real-time Recognition of german sign language (DGS) with MediaPipe	40	Emerging	137	Jupyter Notebook
7	dgovor/Sign-Language-Translator Neural Network that is able to translate any sign language into text.	37	Emerging	90	Python
8	EvilPort2/Sign-Language A very simple CNN project to recognize gestures made in American Sign Language	36	Emerging	818	—
9	talfig/Sign-Language-Recognition Sign language recognition system using MobileNetV2 architecture and...	36	Emerging	18	Jupyter Notebook
10	BelalC/sign2text Real-time AI-powered translation of American Sign Language fingerspelling...	33	Emerging	164	Jupyter Notebook
11	arpita739/Real-time-Vernacular-Sign-Language-Recognition-using-MediaPipe-and-Machine-Learning The deaf-mute community have undeniable communication problems in their...	33	Emerging	36	Jupyter Notebook
12	CodingSamrat/Sign-Language-Recognition A Machine Learning model that will be able to classify the various hand...	33	Emerging	15	Python
13	uzibytes/sign2text Sign Language to Text Translation using Machine Learning and Open CV....	32	Emerging	15	HTML
14	ai-forever/easy_sign Easy_sign is an open source russian sign language recognition project that...	32	Emerging	31	Python
15	laplaces42/sign-language-interpreter Machine learning and computer vision project that can interpret ASL	32	Emerging	12	Python
16	Uni-Creator/Real-Time-Sign-Language-Recognition This project implements an LSTM-based model for recognizing sign language...	31	Emerging	5	Python
17	duckysmacky/signsense An Android app for translating dactyl sign language into text	30	Emerging	3	Java
18	Narottam04/SignLanguage SignLanguage is a platform where users can practically learn American Sign...	30	Emerging	64	JavaScript
19	mon95/Sign-Language-and-Static-gesture-recognition-using-sklearn A Machine Learning pipeline that performs hand localization and...	30	Emerging	77	Jupyter Notebook
20	lucaaslb/cnn-libras Rede Neural Convolucional para reconhecimento de gestos em LIBRAS (Alfabeto)...	30	Emerging	97	Python
21	Soumilgit/Gesture-Sign-Language-Detection-using-Python Recorded using self- built Chrome extension:) Updated video link below⬇️.	29	Experimental	7	Jupyter Notebook
22	codeperfectplus/ASL American Sign Language Detection Android App using SSD_Mobilenet \| Google Colab	29	Experimental	14	Jupyter Notebook
23	209sontung/sign-language Real-time Sign Language Gesture Recognition Using 1DCNN + Transformers on...	29	Experimental	48	Python
24	MontrealAI/sign2text-v0 Sign Language to Text (A to Z) with Artificial Intelligence \| Pre-Alpha Demo	29	Experimental	8	JavaScript
25	Mquinn960/offline-trainer Offline training and testing module for creating SVMs from hand datasets for...	29	Experimental	6	Java
26	dheerajsharma0401/Automated-Sign-To-Speech-Conversion Sign Language Detection system based on computer vision and deep learning...	28	Experimental	5	Jupyter Notebook
27	JaspreetSingh-exe/Sign-Language-Recognition-System Sign Language Recognition System is an AI-powered application that enables...	27	Experimental	6	Jupyter Notebook
28	shubhammore1251/Sign-Language-Recognition-Using-Mediapipe-and-React A Sign Language Learning Platform where who know sign language can come and...	27	Experimental	54	JavaScript
29	MaitreeVaria/Indian-Sign-Language-Detection This project is aimed at detecting and recognizing Indian Sign Language...	26	Experimental	30	Jupyter Notebook
30	quangkhai5122/ASL_Pytorch This is a PyTorch implementation for isolated ASL word recognition on...	26	Experimental	8	Python
31	khooinguyeen/Vietnamese-Sign-Language-Translation Sign language translation model for the app Look & Tell...	26	Experimental	27	—
32	jimmiemunyi/Sign-Language-App Training a model to recognize Sign Language then running inference on the Webcam	26	Experimental	27	Jupyter Notebook
33	rutujahype141/Sign-Language-Advance 🤟 Enhance sign language interpretation using transfer learning and...	25	Experimental	4	Python
34	vaishnavipatil29/Sign-Language-Recognition Sign Language Recognition involves hand gesture detection techniques using...	25	Experimental	29	Jupyter Notebook
35	folhascadentes/mamao-app An open-source platform designed for the crowdsourcing of sign language...	24	Experimental	16	JavaScript
36	suvajit-patra/sl-hwgat Hierarchical Windowed Graph Attention Network for Sign Language Recognition	24	Experimental	9	Python
37	andrewladlow/gesture-interpreter British Sign Language gesture interpreter using a Leap Motion controller	24	Experimental	2	Java
38	rudra496/SignLanguage-Dataset-Hub 🤟 Curated catalog of 73+ verified sign language datasets for 26 sign...	24	Experimental	2	Python
39	Mohsinrazaa/Sign-Language-Recogination Final Year Project serving the sign language translator with custom made capability	24	Experimental	116	Jupyter Notebook
40	prosper6268/Sena-Voz-Accessibility-AI 🤟 Enable communication for blind and speech-impaired users with real-time...	23	Experimental	1	Python
41	atifmalik220905/GestureTalk0.2 🤚 Recognize and translate sign language in real-time, bridging communication...	23	Experimental	1	Python
42	Jo0xFF/Arabic-sign-language-classification Arabic sign language classification for 32 different classes using CNN...	23	Experimental	6	Jupyter Notebook
43	iamramzan/Decoding-Sign-Language This project leverages the power of AI and computer vision to decode sign...	23	Experimental	6	Python
44	WaniaKhance/Smart-Glove-Sign-Language-Translator In this project, we have developed 'Smart Glove' - a sign language...	23	Experimental	20	Python
45	Surya-Hariharan/Hand-Gesture-Driven-Speech-Aid-for-Mute-Individuals An assistive technology system enabling mute individuals to communicate...	23	Experimental	1	Python
46	BlindMuadDib/beethoven_music_translator main branch is working alpha release.	23	Experimental	1	Python
47	vic-chan67/real-time-bsl-fingerspelling-recognition Real-time recognition of BSL alphabet finger spelling	22	Experimental	—	Python
48	Gabryel-lima/LibrIA O LibrIA é um sistema completo de reconhecimento de linguagem de sinais...	22	Experimental	—	Python
49	sherurox/Motion-Flow Real-time, bidirectional sign language translation — powered entirely in the...	22	Experimental	—	TypeScript
50	xhuntx/Sign-language-interpreter A project that simplifies the translation of sign language	22	Experimental	—	Python
51	Thathsara-Devindi/sign_language_translator An AI-powered mobile application that translates Sinhala Sign Language (SSL)...	22	Experimental	—	Python
52	seth-b27/american-sign-language-recognition an american sign language recognition system trained with a convolutional...	22	Experimental	—	Jupyter Notebook
53	Prakash2403/asl-recognizer Sign language recognition using Hidden Markov Models	22	Experimental	1	Jupyter Notebook
54	Mohammedtanseer/Real-Time-Sign-Language-Recognition-Using-Machine-Learning Major Project - Real Time Sign Language Using Python, Computer Vision and...	22	Experimental	17	Python
55	The-Semicolons/Project-Saksham-POC Universal communication solution for bridging gaps among blind, deaf, mute &...	22	Experimental	1	Jupyter Notebook
56	winston1214/Sign-Language-project Sign Language Translation(BOAZ 15th Conference)	22	Experimental	8	Jupyter Notebook
57	mmerlyn/asl-translator Empowering the deaf and speech-impaired with a real-time ASL translator that...	22	Experimental	3	Jupyter Notebook
58	LearnSign/learnSign This repository is part of the "learnSign" project that is under development...	22	Experimental	1	Python
59	evernext10/Hand-Gesture-Recognition-Machine-Learning Automatic method for the recognition of hand gestures for the categorization...	21	Experimental	15	Python
60	lastbyte/handRecognition program for converting sign language to text	21	Experimental	11	Python
61	ltfschoen/AIND-Recognizer Term 1 Project 3 Design a Sign Language Recognition System by Luke Schoen...	21	Experimental	13	Jupyter Notebook
62	INDUCE-Lab/ADAT-Adaptive-Transformer-for-Sign-Language-Translation A Novel Time-Series-Aware Adaptive Transformer Architecture for Sign...	21	Experimental	2	Python
63	hoangchunghien/Sign-Language-Recognition The overall goal of this project is to build a word recognizer for American...	20	Experimental	8	HTML
64	shukur-alom/sign-language-detection it able to detect ten type USA sign language. which is Okay, Peace, Thumbs...	20	Experimental	5	PureBasic
65	MelihGulum/ASL-Recognition-CNN-OpenCV American Sign Language Alphabet recognition with Deep Learning's CNN architecture	20	Experimental	5	Jupyter Notebook
66	SohamPrajapati/sign-language-detector-flask-python The Sign Language Detector and Translator is an innovative web application...	20	Experimental	6	HTML
67	JaweriaAsif745/sign-language-mnist-pytorch This project uses the Sign Language MNIST dataset to classify ASL hand...	19	Experimental	—	Jupyter Notebook
68	negihimanshu015/EchoSign EchoSign is a full-stack American Sign Language (ASL) learning platform. The...	19	Experimental	—	JavaScript
69	4mohdisa/SignFlow Real-time sign language detection and translation using computer vision and...	19	Experimental	—	TypeScript
70	samiali12/signedu SignEdu is a web platform that teaches American Sign Language through...	19	Experimental	—	TypeScript
71	kimjaebeom98/Sign-Language-Translator KW-Capstone-project : Korean Sign-Language Translator	19	Experimental	10	HTML
72	mohamednoorulnaseem/ISL-Recognition-System Real-time Indian Sign Language detection system using MediaPipe + TensorFlow...	19	Experimental	—	Jupyter Notebook
73	Muhib-Mehdi/ASL-Recognition-System The ASL Recognition System is a real‑time American Sign Language (ASL)...	18	Experimental	3	Jupyter Notebook
74	yoitshussam/ASLUNDERPRESSURE A simple game to help practice American Sign Language letters built using...	18	Experimental	4	Jupyter Notebook
75	Heitorccf/librasign An open-source software that recognizes gestures from the Brazilian Sign...	18	Experimental	3	Python
76	sukrithamukundan/Sahaayi---Application Malayalam Sign Language Recognition Application	18	Experimental	3	Dart
77	arpanjot-uk/Sign-language-computer-vision A computer vision-based sign language recognition system using MediaPipe and...	18	Experimental	6	Jupyter Notebook
78	ItsNotRohit02/AI-Enabled-Sign-Language-Communication-System This is a Streamlit app that detects, classifies, and translates Indian Sign...	18	Experimental	7	Jupyter Notebook
79	BahaaIbrahim3024/SignLanguageTranslator Our Graduation project (Android App that translates Signs of ASL to a common...	17	Experimental	2	Java
80	thejerrytan/vbox Using tensorflowJS and built-in webcam to collect data, train and deploy a...	17	Experimental	2	JavaScript
81	dp846/SlingoModels Machine Learning TensorflowJS models for British Sign Language dectection -...	17	Experimental	4	Jupyter Notebook
82	AnupamUdeniya/Sign-Language-Recognition Real-time American Sign Language recognition using ResNet50 + Vision...	16	Experimental	—	JavaScript
83	mylethidiem/Omni-Synesis Sign Languages & Human Activity Recognition	16	Experimental	1	—
84	SignSema/Sign-language-detection-and-Translation-Mediapipe Sign language detection using tensorflow and mediapipe	16	Experimental	3	Jupyter Notebook
85	Phal-Sovandy/Khmer-Sign-Language-Translation-System Khmer Sign Language Translation System using AI and computer vision to...	16	Experimental	1	JavaScript
86	KISETU-ggwp/JpSignSpell "Yubimoji-kun" is a web application that recognizes fingerspelling in...	16	Experimental	1	JavaScript
87	rchang0501/asl-lens 📷 American Sign Language (ASL) computer vision app using Tensorflow, OpenCV,...	16	Experimental	1	JavaScript
88	saikeerthana-narra/American-Sign-Language-Detection-CNN Unleashing the Power of CNNs for Precise American Sign Language Recognition.	16	Experimental	4	Jupyter Notebook
89	Okeha/sign-language-translator-backend Real-time SL detection system featuring WebSocket streaming, VideoMAE...	16	Experimental	2	Python
90	Goutam1511/Sign-Language-Recognition-using-Scikit-Learn-and-CNN The project aims at building a machine learning model that will be able to...	16	Experimental	14	Python
91	Deepali-14/Hand_Gesture_To_Text_Converter-DivyaAnuvadak DivyaAnuvadak - A project that is able to convert Hand Gesture to...	15	Experimental	2	—
92	Okeha/sign-language-detector-frontend Next.js frontend for AI Sign Language Detection. Bridges the gap between...	15	Experimental	1	TypeScript
93	HridoyHazard/Signify---Sign-Language-Detection-Ai A sign language detection project using tensorflow	15	Experimental	1	Python
94	KushangShah/American-Sign-Language-Detection Project 6: American Sign Language (ASL) Detection \| from Unified Mentor Pro. Limited	15	Experimental	—	HTML
95	ongchef/SignLens_HL2 SignLens: Sign Language and Speech Recognition System Using HoloLens 2	15	Experimental	1	C#
96	rshivam08/Deaf-Assistant An Android application for assisting deaf people	15	Experimental	6	Java
97	suvajit-patra/sl-hwgat-demo Sign Language Recognition system with HWGAT model	15	Experimental	6	Python
98	Manishms18/Sign-Language-Advance Contributed to a vision-driven accessibility tool translating sign language into text	15	Experimental	7	Python
99	Vlad1343/Gesture-Translator British Sign Language Translator is a real-time AI-powered system that...	15	Experimental	7	Python
100	SantosGAlves/LibrasFlow Tradutor de LIBRAS em tempo real utilizando Visão Computacional (MediaPipe)...	15	Experimental	1	Python
101	Lermex/Signia An interactive machine learning-based system for learning sign languages...	14	Experimental	1	Java
102	MonzerDev/Real-Time-Sign-Language-Recognition A real-time sign language recognition system utilizing MediaPipe and CNNs to...	14	Experimental	7	Python
103	shreya6360/INTERPRETATION-OF-SIGN-LANGUAGE-FOR-DEAF-AND-DUMB-PEOPLE- The system seamlessly integrates text and speech output for speech-impaired...	14	Experimental	7	Python
104	Estaheri7/HandSpeak A real-time American Sign Language (ASL) recognition system	14	Experimental	10	Jupyter Notebook
105	purnima99/SignLanguageDecoder Sign Language Decoder using Deep Learning. Built a CNN model to interpret...	14	Experimental	1	—
106	shrashtimittal/asl-sign-language-detection Deep Learning based American Sign Language alphabet detection system	14	Experimental	—	Python
107	quangkhai5122/signlanguagetrans The application is deployed on the web of the ASL_Pytorch project, with...	14	Experimental	—	TypeScript
108	jaredslorenz/OpenHands Real-time ASL word and letter recognition — BiLSTM trained on WLASL, 69.2%...	14	Experimental	—	Python
109	Homeworkify1/Sign-Language-Detection-React-Python-Application 🔍 Enable real-time ASL recognition and learning with this React and Python...	14	Experimental	—	Python
110	PolisettiYesuGanesh/SIGN-LANGUAGE-RECOGNITION-USING-DEEP-LEARNING Real-time ASL alphabet recognition using TensorFlow and OpenCv	14	Experimental	—	Jupyter Notebook
111	Daliaalkilani/Sign-Language-Translator A Python-based system for real-time two-way translation between sign...	14	Experimental	—	Python
112	Sohinixp/Audio-to-ISL-Translator An automated Audio-to-ISL translator bridging communication gaps for the...	14	Experimental	—	JavaScript
113	KavinRajNV/Assistive-facial-gesture-communication This model converts Facial expression to basic messages for motor impaired...	14	Experimental	—	Python
114	YaroslavMatushevych/signify-ai-gesture-language-detection AI-powered sign language recognition web app - real-time hand gesture...	14	Experimental	—	TypeScript
115	GoldLion123RP/SignBridge Real-time sign language detection & translation using MediaPipe, LSTM, and...	14	Experimental	—	Python
116	KrisnaSantosa15/realtime-bisindo-classification The objective of this project is to classify the BISINDO (Bahasa Isyarat...	14	Experimental	9	Jupyter Notebook
117	KhaledAshrafH/Sign-Language-Digit-Recognizer This project aims to classify sign language for numbers from 0 to 9 using...	14	Experimental	9	Jupyter Notebook
118	Bhuribhat/ASL-Finger-Spelling-To-Text Bit.studio Internship Hand Gesture Recognition using MediaPipe, OpenCV, and...	14	Experimental	9	Jupyter Notebook
119	JaweriaAsif745/-SignifyAI-Real-Time-American-Sign-Language-Recognition SignifyAI is a deep learning–powered project that translates American Sign...	14	Experimental	4	Jupyter Notebook
120	Anv-it/manuvision Full-stack sign language recognition platform with real-time landmark...	14	Experimental	—	JavaScript
121	AlyCat61/asl-sign-language-recognition-system Real-time American Sign Language recognition system using computer vision,...	14	Experimental	—	—
122	RighteousW/sign_avatar Real-time bidirectional translation between speech and Namibian Sign...	14	Experimental	—	Python
123	RiaanSadiq/Sign-Language-Detection Sign Language Detection using CNN and Flask. This project uses Convolutional...	13	Experimental	8	Jupyter Notebook
124	yashthakare93/flex-lingo FlexLingo is a final year IoT project that serves as a flex sensor-based...	13	Experimental	2	JavaScript
125	Project-AI-GUBYO/ASL-Hybrid-Model-Project Hybrid Deep Learning Approach with GoogLeNet, ResNet-18 and DenseNet-121...	13	Experimental	2	Python
126	kavin-raja-d/Sign_Language_Model This project is designed to classify hand gestures using a webcam and a...	13	Experimental	6	Python
127	leekezar/SemLex [This repo will be online very soon!] The Sem-Lex Benchmark contains 84k...	13	Experimental	5	—
128	atharva9167j/Sign-Language-Translator Sign Language Recognition Platform - A real-time American Sign Language...	13	Experimental	2	TypeScript
129	LuisEduardoF/ASL-OpenCV A neural network for recognizing American Sign Language (ASL) alphabet...	13	Experimental	6	Jupyter Notebook
130	Thogaruchesti-hemanth/Sign-Language-Digits-Recognition A deep learning model that accurately classifies hand sign images...	12	Experimental	1	Jupyter Notebook
131	Taco-lb/Sign-Bridge American Sign Language (ASL) alphabet learning and transcribing webapp	12	Experimental	1	JavaScript
132	hasanpeal/Signez 🌟 Signez - Interactive ASL learning with real-time hand sign recognition! 🖐️...	12	Experimental	1	TypeScript
133	Yoddikko/ASL-Recognizer A simple app that analyses and recognises the alphabet in sign language...	12	Experimental	16	Swift
134	SomyanshAvasthi/Sign-Language-Detection-using-CNN-Architecture A real-time sign language recognition system that accurately interprets hand...	12	Experimental	4	Jupyter Notebook
135	hsvarun-dev/sign-bridge AI-based Sign Language Translation System using Angular, Computer Vision &...	11	Experimental	—	TypeScript
136	Ysen0603/LSM_Darija_Backend An end-to-end framework for Moroccan Sign Language (LSM) recognition using...	11	Experimental	—	Jupyter Notebook
137	k-atror/GSL-Translator An AI project aimed at reducing communication barriers faced by deaf and...	11	Experimental	—	—
138	QuebecAI/sign2text-v0 Sign Language to Text (A to Z) with Artificial Intelligence \| Pre-Alpha Demo	11	Experimental	2	JavaScript
139	Arctic-framework/Arctic.AI-V6.0 A ML and trainable algorithm based approach to real time hand signal...	11	Experimental	2	—
140	folhascadentes/mamao-backend An open-source platform designed for the crowdsourcing of sign language...	11	Experimental	2	TypeScript
141	brunobpr/Signans Object Detection Model for ASL Alphabet	11	Experimental	—	Jupyter Notebook
142	AshishTukaral/Sign-Language-Recognition-Using-AI A real-time Sign Language Recognition system using AI to translate hand...	11	Experimental	2	Jupyter Notebook
143	Dev1nW/Sign_language_recognition_final_project Sign Language Recognition code using GRU, LSTM and Simple RNN.	11	Experimental	2	Jupyter Notebook
144	COS301-SE-2025/Hands-Up Hands UP is an innovative application that bridges the communication gap...	11	Experimental	5	JavaScript
145	Vlad1343/Sign-Wave Real-time Ukrainian Sign Language translator using computer vision and...	11	Experimental	—	Python
146	thesakshidiggikar/SignDecode-Sign-Language-Recognition- Real-time ASL recognition system using MediaPipe hand tracking and neural...	11	Experimental	—	Python
147	subhamsje/SignSpeak 👋 About SignSpeak is an AI-powered real-time sign language recognition web...	11	Experimental	—	HTML
148	H4nds0n/HandsOn-Android HandsOn Android App to translate & learn ASL	10	Experimental	1	Kotlin
149	Prometheussx/Sign-Language-Classification-Tutorial This project utilizes logistic regression to classify numbers 0 and 1 using...	10	Experimental	1	Jupyter Notebook
150	kumar31tarun/Sign-Language-Recognition- Simple real time Sign Language recogniser using Python, OpenCV and...	10	Experimental	1	Python
151	nikolaStanojkovski/Talk_Through_Me An Android application that acts as a speaking assistant for the hearing...	10	Experimental	1	Python
152	emirbatin/shunkanweb Sign Language Learning Platform is an AI-powered real-time educational tool...	10	Experimental	1	JavaScript

Comparisons in this category

Sign-Language and Sign-Language-Recognition (36 vs 33) SignLanguageRecognition and Real-time-Vernacular-Sign-Language-Recognition-using-MediaPipe-and-Machine-Learning (40 vs 33) SignLanguageRecognition and Sign-Language-Recognition (40 vs 36) Realtime-Sign-Language-Detection-Using-LSTM-Model and Real-Time-Sign-Language-Recognition (44 vs 31)