AI Real-Time Sign Language Gesture Recognition System
Real-time hand gesture and sign language recognition system converting American/Pakistani Sign Language into text and synthetic speech using MediaPipe and LSTM.
AI Real-Time Sign Language Gesture Recognition System is a complete, ready-to-deploy software & FYP codebase designed for university final year projects, academic research, and full-stack development. Includes complete source code, database schema, setup documentation, and technical support across Pakistan.
AI Real-Time Sign Language Translation System (Audio/Text Output)
An assistive AI engineering project that bridges the communication gap for deaf and mute individuals. Using MediaPipe to extract 21 3D hand landmarks in real time and a Temporal Long Short-Term Memory (LSTM) Recurrent Neural Network, the system translates dynamic sign gestures into English/Urdu text and natural spoken voice output.
🧠 Architecture & Tech Stack:
- Landmark Extraction: Google MediaPipe Hand Holistic Tracker (63 spatial coordinates per frame)
- Sequence Classifier: Multi-layer Bidirectional LSTM in TensorFlow / Keras
- Voice Synthesis: pyttsx3 / gTTS Text-to-Speech Engine
- Interface: Clean, low-latency Tkinter GUI / Streamlit web dashboard
📦 Complete Deliverables:
- Full Python Source Code with real-time video inference loop
- Custom dataset collector script & pre-trained LSTM gesture model
- Complete Final Year Project Documentation & Defense Slides
What's Included in the Package:
- Full Python Source Code & Real-Time Inference Scripts
- Pre-trained LSTM Sign Language Model Weights
- Custom Hand Landmark Gesture Training Dataset
- Interactive User Interface with Text-to-Speech Output
- Complete Final Year Project (FYP) Thesis & Report
- Viva Presentation Slides & Flowchart Architecture
- Quick-Start Setup Guide & Remote Support
Software Setup & Deployment Guide:
Download and extract the complete source code package, database schema, and architecture documentation provided with your order.
Open the project directory in VS Code or your preferred IDE and install the required runtime libraries and packages listed in the setup guide.
Set up your environment configuration variables and run the included database migrations or seed scripts.
Start the local development server or build executable and test all user, admin, and core functional workflows.
Need a Custom 3D Printed Casing or Multilayer PCB?
Get custom snap-fit enclosures and robotics parts printed via our custom 3D printing service in Lahore & Pakistan, or order industrial double-sided circuit boards through our custom PCB fabrication service with nationwide delivery.
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