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 155 sign language recognition frameworks tracked. 4 score above 50 (established tier). The highest-rated is harshbg/Sign-Language-Interpreter-using-Deep-Learning at 53/100 with 740 stars.

Get all 155 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.	53	Established	740	Python
2	AvishakeAdhikary/Realtime-Sign-Language-Detection-Using-LSTM-Model Realtime Sign Language Detection: Deep learning model for accurate,...	51	Established	78	Jupyter Notebook
3	beingaryan/Sign-To-Speech-Conversion Sign Language Detection system based on computer vision and deep learning...	50	Established	137	Jupyter Notebook
4	Arshad221b/Sign-Language-Recognition Indian Sign language Recognition using OpenCV	50	Established	248	Jupyter Notebook
5	Tachionstrahl/SignLanguageRecognition Real-time Recognition of german sign language (DGS) with MediaPipe	47	Emerging	137	Jupyter Notebook
6	dgovor/Sign-Language-Translator Neural Network that is able to translate any sign language into text.	44	Emerging	90	Python
7	EvilPort2/Sign-Language A very simple CNN project to recognize gestures made in American Sign Language	43	Emerging	818	—
8	talfig/Sign-Language-Recognition Sign language recognition system using MobileNetV2 architecture and...	43	Emerging	18	Jupyter Notebook
9	sahanruwantha/siconv The siconv Python package simplifies the conversion between Sinhala and...	42	Emerging	6	Python
10	arpita739/Real-time-Vernacular-Sign-Language-Recognition-using-MediaPipe-and-Machine-Learning The deaf-mute community have undeniable communication problems in their...	40	Emerging	36	Jupyter Notebook
11	BelalC/sign2text Real-time AI-powered translation of American Sign Language fingerspelling...	40	Emerging	164	Jupyter Notebook
12	CodingSamrat/Sign-Language-Recognition A Machine Learning model that will be able to classify the various hand...	40	Emerging	15	Python
13	laplaces42/sign-language-interpreter Machine learning and computer vision project that can interpret ASL	39	Emerging	12	Python
14	uzibytes/sign2text Sign Language to Text Translation using Machine Learning and Open CV....	39	Emerging	15	HTML
15	ai-forever/easy_sign Easy_sign is an open source russian sign language recognition project that...	39	Emerging	31	Python
16	Uni-Creator/Real-Time-Sign-Language-Recognition This project implements an LSTM-based model for recognizing sign language...	38	Emerging	5	Python
17	mon95/Sign-Language-and-Static-gesture-recognition-using-sklearn A Machine Learning pipeline that performs hand localization and...	37	Emerging	77	Jupyter Notebook
18	Narottam04/SignLanguage SignLanguage is a platform where users can practically learn American Sign...	37	Emerging	64	JavaScript
19	lucaaslb/cnn-libras Rede Neural Convolucional para reconhecimento de gestos em LIBRAS (Alfabeto)...	37	Emerging	97	Python
20	Mquinn960/offline-trainer Offline training and testing module for creating SVMs from hand datasets for...	36	Emerging	6	Java
21	209sontung/sign-language Real-time Sign Language Gesture Recognition Using 1DCNN + Transformers on...	36	Emerging	48	Python
22	Soumilgit/Gesture-Sign-Language-Detection-using-Python Recorded using self- built Chrome extension:) Updated video link below⬇️.	36	Emerging	7	Jupyter Notebook
23	codeperfectplus/ASL American Sign Language Detection Android App using SSD_Mobilenet \| Google Colab	36	Emerging	14	Jupyter Notebook
24	dheerajsharma0401/Automated-Sign-To-Speech-Conversion Sign Language Detection system based on computer vision and deep learning...	35	Emerging	5	Jupyter Notebook
25	JaspreetSingh-exe/Sign-Language-Recognition-System Sign Language Recognition System is an AI-powered application that enables...	34	Emerging	6	Jupyter Notebook
26	shubhammore1251/Sign-Language-Recognition-Using-Mediapipe-and-React A Sign Language Learning Platform where who know sign language can come and...	34	Emerging	54	JavaScript
27	jimmiemunyi/Sign-Language-App Training a model to recognize Sign Language then running inference on the Webcam	33	Emerging	27	Jupyter Notebook
28	khooinguyeen/Vietnamese-Sign-Language-Translation Sign language translation model for the app Look & Tell...	33	Emerging	27	—
29	MaitreeVaria/Indian-Sign-Language-Detection This project is aimed at detecting and recognizing Indian Sign Language...	33	Emerging	30	Jupyter Notebook
30	vaishnavipatil29/Sign-Language-Recognition Sign Language Recognition involves hand gesture detection techniques using...	32	Emerging	29	Jupyter Notebook
31	Mohsinrazaa/Sign-Language-Recogination Final Year Project serving the sign language translator with custom made capability	31	Emerging	116	Jupyter Notebook
32	suvajit-patra/sl-hwgat Hierarchical Windowed Graph Attention Network for Sign Language Recognition	31	Emerging	9	Python
33	andrewladlow/gesture-interpreter British Sign Language gesture interpreter using a Leap Motion controller	31	Emerging	2	Java
34	folhascadentes/mamao-app An open-source platform designed for the crowdsourcing of sign language...	31	Emerging	16	JavaScript
35	Jo0xFF/Arabic-sign-language-classification Arabic sign language classification for 32 different classes using CNN...	30	Emerging	6	Jupyter Notebook
36	WaniaKhance/Smart-Glove-Sign-Language-Translator In this project, we have developed 'Smart Glove' - a sign language...	30	Emerging	20	Python
37	iamramzan/Decoding-Sign-Language This project leverages the power of AI and computer vision to decode sign...	30	Emerging	6	Python
38	Mohammedtanseer/Real-Time-Sign-Language-Recognition-Using-Machine-Learning Major Project - Real Time Sign Language Using Python, Computer Vision and...	29	Experimental	17	Python
39	winston1214/Sign-Language-project Sign Language Translation(BOAZ 15th Conference)	29	Experimental	8	Jupyter Notebook
40	rutujahype141/Sign-Language-Advance 🤟 Enhance sign language interpretation using transfer learning and...	29	Experimental	4	Python
41	ltfschoen/AIND-Recognizer Term 1 Project 3 Design a Sign Language Recognition System by Luke Schoen...	28	Experimental	13	Jupyter Notebook
42	evernext10/Hand-Gesture-Recognition-Machine-Learning Automatic method for the recognition of hand gestures for the categorization...	28	Experimental	15	Python
43	lastbyte/handRecognition program for converting sign language to text	28	Experimental	11	Python
44	SohamPrajapati/sign-language-detector-flask-python The Sign Language Detector and Translator is an innovative web application...	27	Experimental	6	HTML
45	shukur-alom/sign-language-detection it able to detect ten type USA sign language. which is Okay, Peace, Thumbs...	27	Experimental	5	PureBasic
46	MelihGulum/ASL-Recognition-CNN-OpenCV American Sign Language Alphabet recognition with Deep Learning's CNN architecture	27	Experimental	5	Jupyter Notebook
47	hoangchunghien/Sign-Language-Recognition The overall goal of this project is to build a word recognizer for American...	27	Experimental	8	HTML
48	kimjaebeom98/Sign-Language-Translator KW-Capstone-project : Korean Sign-Language Translator	26	Experimental	10	HTML
49	sukrithamukundan/Sahaayi---Application Malayalam Sign Language Recognition Application	25	Experimental	3	Dart
50	Heitorccf/librasign An open-source software that recognizes gestures from the Brazilian Sign...	25	Experimental	3	Python
51	ItsNotRohit02/AI-Enabled-Sign-Language-Communication-System This is a Streamlit app that detects, classifies, and translates Indian Sign...	25	Experimental	7	Jupyter Notebook
52	yoitshussam/ASLUNDERPRESSURE A simple game to help practice American Sign Language letters built using...	25	Experimental	4	Jupyter Notebook
53	dp846/SlingoModels Machine Learning TensorflowJS models for British Sign Language dectection -...	24	Experimental	4	Jupyter Notebook
54	LearnSign/learnSign This repository is part of the "learnSign" project that is under development...	24	Experimental	1	Python
55	thejerrytan/vbox Using tensorflowJS and built-in webcam to collect data, train and deploy a...	24	Experimental	2	JavaScript
56	BahaaIbrahim3024/SignLanguageTranslator Our Graduation project (Android App that translates Signs of ASL to a common...	24	Experimental	2	Java
57	rudra496/SignLanguage-Dataset-Hub 🤟 Curated catalog of 73+ verified sign language datasets for 26 sign...	24	Experimental	2	Python
58	The-Semicolons/Project-Saksham-POC Universal communication solution for bridging gaps among blind, deaf, mute &...	24	Experimental	1	Jupyter Notebook
59	INDUCE-Lab/ADAT-Adaptive-Transformer-for-Sign-Language-Translation A Novel Time-Series-Aware Adaptive Transformer Architecture for Sign...	23	Experimental	2	Python
60	BlindMuadDib/beethoven_music_translator main branch is working alpha release.	23	Experimental	1	Python
61	Goutam1511/Sign-Language-Recognition-using-Scikit-Learn-and-CNN The project aims at building a machine learning model that will be able to...	23	Experimental	14	Python
62	saikeerthana-narra/American-Sign-Language-Detection-CNN Unleashing the Power of CNNs for Precise American Sign Language Recognition.	23	Experimental	4	Jupyter Notebook
63	SignSema/Sign-language-detection-and-Translation-Mediapipe Sign language detection using tensorflow and mediapipe	23	Experimental	3	Jupyter Notebook
64	xhuntx/Sign-language-interpreter A project that simplifies the translation of sign language	22	Experimental	—	Python
65	Deepali-14/Hand_Gesture_To_Text_Converter-DivyaAnuvadak DivyaAnuvadak - A project that is able to convert Hand Gesture to...	22	Experimental	2	—
66	suvajit-patra/sl-hwgat-demo Sign Language Recognition system with HWGAT model	22	Experimental	6	Python
67	vic-chan67/real-time-bsl-fingerspelling-recognition Real-time recognition of BSL alphabet finger spelling	22	Experimental	—	Python
68	Gabryel-lima/LibrIA O LibrIA é um sistema completo de reconhecimento de linguagem de sinais...	22	Experimental	—	Python
69	samiali12/signedu SignEdu is a web platform that teaches American Sign Language through...	21	Experimental	—	TypeScript
70	shreya6360/INTERPRETATION-OF-SIGN-LANGUAGE-FOR-DEAF-AND-DUMB-PEOPLE- The system seamlessly integrates text and speech output for speech-impaired...	21	Experimental	7	Python
71	purnima99/SignLanguageDecoder Sign Language Decoder using Deep Learning. Built a CNN model to interpret...	21	Experimental	1	—
72	KrisnaSantosa15/realtime-bisindo-classification The objective of this project is to classify the BISINDO (Bahasa Isyarat...	21	Experimental	9	Jupyter Notebook
73	Bhuribhat/ASL-Finger-Spelling-To-Text Bit.studio Internship Hand Gesture Recognition using MediaPipe, OpenCV, and...	21	Experimental	9	Jupyter Notebook
74	4mohdisa/SignFlow Real-time sign language detection and translation using computer vision and...	21	Experimental	—	TypeScript
75	JaweriaAsif745/sign-language-mnist-pytorch This project uses the Sign Language MNIST dataset to classify ASL hand...	21	Experimental	—	Jupyter Notebook
76	MonzerDev/Real-Time-Sign-Language-Recognition A real-time sign language recognition system utilizing MediaPipe and CNNs to...	21	Experimental	7	Python
77	mohamednoorulnaseem/ISL-Recognition-System Real-time Indian Sign Language detection system using MediaPipe + TensorFlow...	21	Experimental	—	Jupyter Notebook
78	KhaledAshrafH/Sign-Language-Digit-Recognizer This project aims to classify sign language for numbers from 0 to 9 using...	21	Experimental	9	Jupyter Notebook
79	Estaheri7/HandSpeak A real-time American Sign Language (ASL) recognition system	21	Experimental	10	Jupyter Notebook
80	Manishms18/Sign-Language-Advance Contributed to a vision-driven accessibility tool translating sign language into text	21	Experimental	7	Python
81	RiaanSadiq/Sign-Language-Detection Sign Language Detection using CNN and Flask. This project uses Convolutional...	20	Experimental	8	Jupyter Notebook
82	yashthakare93/flex-lingo FlexLingo is a final year IoT project that serves as a flex sensor-based...	20	Experimental	2	JavaScript
83	JaweriaAsif745/-SignifyAI-Real-Time-American-Sign-Language-Recognition SignifyAI is a deep learning–powered project that translates American Sign...	20	Experimental	4	Jupyter Notebook
84	LuisEduardoF/ASL-OpenCV A neural network for recognizing American Sign Language (ASL) alphabet...	20	Experimental	6	Jupyter Notebook
85	Taco-lb/Sign-Bridge American Sign Language (ASL) alphabet learning and transcribing webapp	19	Experimental	1	JavaScript
86	hasanpeal/Signez 🌟 Signez - Interactive ASL learning with real-time hand sign recognition! 🖐️...	19	Experimental	1	TypeScript
87	SantosGAlves/LibrasFlow Tradutor de LIBRAS em tempo real utilizando Visão Computacional (MediaPipe)...	19	Experimental	1	Python
88	seth-b27/american-sign-language-recognition an american sign language recognition system trained with a convolutional...	19	Experimental	—	Jupyter Notebook
89	Yoddikko/ASL-Recognizer A simple app that analyses and recognises the alphabet in sign language...	19	Experimental	16	Swift
90	Project-AI-GUBYO/ASL-Hybrid-Model-Project Hybrid Deep Learning Approach with GoogLeNet, ResNet-18 and DenseNet-121...	19	Experimental	2	Python
91	SomyanshAvasthi/Sign-Language-Detection-using-CNN-Architecture A real-time sign language recognition system that accurately interprets hand...	19	Experimental	4	Jupyter Notebook
92	folhascadentes/mamao-backend An open-source platform designed for the crowdsourcing of sign language...	18	Experimental	2	TypeScript
93	QuebecAI/sign2text-v0 Sign Language to Text (A to Z) with Artificial Intelligence \| Pre-Alpha Demo	18	Experimental	2	JavaScript
94	mylethidiem/Omni-Synesis Sign Languages & Human Activity Recognition	18	Experimental	1	—
95	rchang0501/asl-lens 📷 American Sign Language (ASL) computer vision app using Tensorflow, OpenCV,...	18	Experimental	1	JavaScript
96	Arctic-framework/Arctic.AI-V6.0 A ML and trainable algorithm based approach to real time hand signal...	18	Experimental	2	—
97	Dev1nW/Sign_language_recognition_final_project Sign Language Recognition code using GRU, LSTM and Simple RNN.	18	Experimental	2	Jupyter Notebook
98	AshishTukaral/Sign-Language-Recognition-Using-AI A real-time Sign Language Recognition system using AI to translate hand...	18	Experimental	2	Jupyter Notebook
99	HridoyHazard/Signify---Sign-Language-Detection-Ai A sign language detection project using tensorflow	17	Experimental	1	Python
100	nikolaStanojkovski/Talk_Through_Me An Android application that acts as a speaking assistant for the hearing...	17	Experimental	1	Python
101	KushangShah/American-Sign-Language-Detection Project 6: American Sign Language (ASL) Detection \| from Unified Mentor Pro. Limited	17	Experimental	—	HTML
102	Prometheussx/Sign-Language-Classification-Tutorial This project utilizes logistic regression to classify numbers 0 and 1 using...	17	Experimental	1	Jupyter Notebook
103	kumar31tarun/Sign-Language-Recognition- Simple real time Sign Language recogniser using Python, OpenCV and...	17	Experimental	1	Python
104	Okeha/sign-language-translator-backend Real-time SL detection system featuring WebSocket streaming, VideoMAE...	17	Experimental	2	Python
105	LLuisPP/ONCE-Scalian-42Bcn App premiada 🏆 - Traducción simultanea de la lengua de signos a texto para...	16	Experimental	2	Kotlin
106	Lermex/Signia An interactive machine learning-based system for learning sign languages...	16	Experimental	1	Java
107	AnupamUdeniya/Sign-Language-Recognition Real-time American Sign Language recognition using ResNet50 + Vision...	16	Experimental	—	JavaScript
108	Sohinixp/Audio-to-ISL-Translator An automated Audio-to-ISL translator bridging communication gaps for the...	14	Experimental	—	JavaScript
109	jaredslorenz/OpenHands Real-time ASL word and letter recognition — BiLSTM trained on WLASL, 69.2%...	14	Experimental	—	Python
110	KavinRajNV/Assistive-facial-gesture-communication This model converts Facial expression to basic messages for motor impaired...	14	Experimental	—	Python
111	GoldLion123RP/SignBridge Real-time sign language detection & translation using MediaPipe, LSTM, and...	14	Experimental	—	Python
112	PolisettiYesuGanesh/SIGN-LANGUAGE-RECOGNITION-USING-DEEP-LEARNING Real-time ASL alphabet recognition using TensorFlow and OpenCv	14	Experimental	—	Jupyter Notebook
113	Homeworkify1/Sign-Language-Detection-React-Python-Application 🔍 Enable real-time ASL recognition and learning with this React and Python...	14	Experimental	—	Python
114	Thogaruchesti-hemanth/Sign-Language-Digits-Recognition A deep learning model that accurately classifies hand sign images...	14	Experimental	1	Jupyter Notebook
115	Ysen0603/LSM_Darija_Backend An end-to-end framework for Moroccan Sign Language (LSM) recognition using...	13	Experimental	—	Jupyter Notebook
116	hsvarun-dev/sign-bridge AI-based Sign Language Translation System using Angular, Computer Vision &...	13	Experimental	—	TypeScript
117	sowwnn/America-Sign-Language-App-with-Flask This is a web app can help you read sign language.	13	Experimental	9	HTML
118	Harly-1506/American-Sign-languages-datasets-Classification Hand sign classification with Tensorflow on two datasets	13	Experimental	9	Jupyter Notebook
119	shrashtimittal/asl-sign-language-detection Deep Learning based American Sign Language alphabet detection system	13	Experimental	—	Python
120	AlyCat61/asl-sign-language-recognition-system Real-time American Sign Language recognition system using computer vision,...	13	Experimental	—	—
121	Anv-it/manuvision Full-stack sign language recognition platform with real-time landmark...	13	Experimental	—	JavaScript
122	brunobpr/Signans Object Detection Model for ASL Alphabet	13	Experimental	—	Jupyter Notebook
123	PawarMukesh/IndianSign-Language-Detector IndianSign Language Detection, Used Transfer learning technique to detect...	12	Experimental	8	Jupyter Notebook
124	H4nds0n/HandsOn-Android HandsOn Android App to translate & learn ASL	12	Experimental	1	Kotlin
125	NasimBahadur/Bangla-Sign-Language-Recognition Bangla sign recognition system is developed based on a deep learning...	12	Experimental	5	Jupyter Notebook
126	Joeshmoe03/ASLClassification ASL classification project repository for sign language recognition through CNNs	12	Experimental	2	Jupyter Notebook
127	emirbatin/shunkanweb Sign Language Learning Platform is an AI-powered real-time educational tool...	12	Experimental	1	JavaScript
128	ShivangeeRajput/SIGNx Sign Language Detector 🤙👐✌️and Learning Application built using...	12	Experimental	7	Kotlin
129	ai-forever/rsl_aij2023 AI Journey 2023: Russian Sign Language Recognition (Equal AI Track)	12	Experimental	5	Jupyter Notebook
130	AngadiRanjeeta/Sign-Language-to-Text-Translation Sign to Text	11	Experimental	3	Jupyter Notebook
131	magnuschase/asl-letters-detector Recognition of ASL letters straight in your browser	11	Experimental	—	TypeScript
132	muhammadravi251001/hand-sign-classification Code for classifying hand-sign image dataset using a supervised learning...	11	Experimental	—	Python
133	seharsaleemi/signLanguageToText Image Processing Using AI Neural Networks for Hand Gesture Recognition, To...	11	Experimental	—	Python
134	BlackLightEve/ASL-Learning-App Application that teaches and evaluates ASL fingerspelling, created as a...	11	Experimental	—	C#
135	thesakshidiggikar/SignDecode-Sign-Language-Recognition- Real-time ASL recognition system using MediaPipe hand tracking and neural...	11	Experimental	—	Python
136	serious-games-darmstadt/awesome-signs This repository represents an overview of our research in sign language...	11	Experimental	3	—
137	kunalmishravitb/End-to-End-Sign-Language-Detection Real-time sign language detection system using deep learning and OpenCV.	11	Experimental	—	Jupyter Notebook
138	Merlin-A/SignSense Sign Language Detection & Translation Web App	11	Experimental	—	HTML
139	Marc-Kruiss/SignLanguage-ActionDetection This project allows to train and test sign language data to identify...	11	Experimental	4	Python
140	FPT-ThaiTuan/Deep-Learning-Solutions-for-Hearing-Impaired-Emergency-Assistance Revolutionize emergency response for the hearing-impaired with our...	11	Experimental	4	Jupyter Notebook
141	Velogan-Boy/sign-language-recognition Tamil Isolated Sign Language Recognition	11	Experimental	3	HTML
142	se-ran/DynamicASLProject This project develops a real-time sign language recognition model to convert...	11	Experimental	4	Jupyter Notebook
143	TeamCeltz/Data_driven_accessible_system This repository contains the research work, and projects related to data...	11	Experimental	—	JavaScript
144	RASHI3004/E-signing-of-loan-based-on-Financial-History This repository contains the sign language recognition project.	11	Experimental	—	Jupyter Notebook
145	avishekdas539/American-Sign-Language A solution to American Sign Language Detection using Deep Learning	11	Experimental	3	HTML
146	ejulio/signa CS @ FURB Undergrad Capstone Project. An app to recognize Brazilian Sign...	11	Experimental	3	JavaScript
147	folhascadentes/mamao-landpage An open-source platform designed for the crowdsourcing of sign language...	11	Experimental	3	JavaScript
148	diasKayky/Huet-AI Huet.AI é um app que faz tradução de Língua Brasileira de Sinais (Libras)...	11	Experimental	—	Python
149	jaganov/google_asl_recognition Real-time American Sign Language (ASL) recognition system using PyTorch and...	10	Experimental	1	Jupyter Notebook
150	NathanPaceydev/SignMate-ASL-Computer-Vision An Qt Desktop Application that teaches the ASL alphabet using Computer...	10	Experimental	2	C++
151	deepankarvarma/American-Sign-Language-MultiClass-Image-Classification-OpenCV-Keras-TensorFlow This repository contains Python code for a project that performs American...	10	Experimental	2	Python
152	foxan/AIND-Recognizer Build a Sign Language Recognizer using Hidden Markov Model with Gaussian emissions	10	Experimental	2	Jupyter Notebook
153	jawadkhanubit/Smart-Assistant-for-Dumb-And-Deaf It is an artificially intelligent system which we develop by using Machine...	10	Experimental	2	Jupyter Notebook
154	piyush17011/majorSignLanguage Final Year Major Project - Real Time Sign Language Translator	10	Experimental	1	JavaScript
155	MST-369/Sign-Language-Interpreter A YOLOv5 model developed from scratch to convey the signs to a blind perosn...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Sign-Language-Interpreter-using-Deep-Learning and Sign-Language (53 vs 43) Sign-Language-Recognition and Sign-Language (50 vs 43) Sign-Language-Interpreter-using-Deep-Learning and Sign-Language-Recognition (53 vs 50) Sign-To-Speech-Conversion and Sign-Language (50 vs 43) Realtime-Sign-Language-Detection-Using-LSTM-Model and Sign-Language (51 vs 43) Sign-Language-Interpreter-using-Deep-Learning and Sign-To-Speech-Conversion (53 vs 50) Sign-Language and Sign-Language-Recognition (43 vs 40) Sign-Language-Interpreter-using-Deep-Learning and Sign-Language-Translator (53 vs 44) Sign-Language-Interpreter-using-Deep-Learning and Realtime-Sign-Language-Detection-Using-LSTM-Model (53 vs 51) Sign-Language-Interpreter-using-Deep-Learning and Sign-Language-Recognition (53 vs 40)