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We are building a bidirectional, real-time web application that translates between spoken English and Nigerian Sign Language (NSL) using an animated 3D avatar. The platform will support multiple use cases including live conversations, website/video accessibility, and extended hardware integration. Core Features 1. Bidirectional Real-Time Translation • Signer Mode: User signs in NSL to the camera → AI recognizes signs → outputs natural English text + speech. • Speaker Mode: User speaks English into the microphone → AI translates to NSL → 3D animated character signs in real time. 2. Additional Key Features • Captions Tool: Real-time captions for spoken content and sign language interpretation. • Live Translation on Websites & Embedded Videos: Embeddable widget for live translation on any website or video player (captions + avatar signing). • Embedded API: Public API for developers to integrate the translation service into third-party apps and platforms. • Smart Glasses Support: Optimized output mode for smart glasses (low-latency pose data stream or simplified avatar view). • Custom Avatar Upload: Users can upload their own avatar/character, which the system will rig and use as the signing avatar. 3. Animation & Output Requirements • Real-time generative skeleton-driven animation (Transformer/LSTM-based or equivalent) targeting sub-second latency and 30 FPS fluid motion. • Support for custom uploaded avatars: automatic rigging, bone mapping, and pose application (Quaternions/Euler angles). • Smoothing, co-articulation, facial expressions, and non-manual markers essential for natural NSL. 4. Data & Model Strategy • No pre-trained NSL model exists yet. • Plan to collect ~1,000 videos of diverse NSL signers for training both recognition and generation models. • Design the system with transfer learning/fine-tuning in mind for the custom dataset. 5. Technical Priorities • Fully web-based, low end-to-end latency (<1–2 seconds). • MediaPipe (or equivalent) for real-time pose estimation. • Privacy-focused, on-device inference where possible. • Responsive UI with camera/mic access and clean embedding options. • Extensible architecture for future languages and features.
Project ID: 40593624
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196 freelancers are bidding on average $501 USD for this job

Hello, As a leader in the global web service marketplace, our team at Our Software is adept at transforming complex project requirements into innovative and functioning applications. Reflecting this expertise, our skill set, which includes Android, JavaScript, Mobile App Development, and PHP, are directly relevant to your bidirectional sign language translator app vision. Furthermore, being experienced in handling large-scale projects such as yours has honed our ability to develop responsive UIs and low-end-to-end latency frameworks </> For the unique requirements of your project, we offer more than mere technical competence. We bring innovation and problem-solving skills, believing that your project will benefit from tailored solutions rather than 'off-the-shelf' approaches. We can develop a media-oriented platform on which you can build your diverse NSL signers' dataset; one based on privacy-focused on-device inference when possible. At Our Software, we share your commitment to accessibility and inclusivity. By leveraging the latest transformative techno Thanks!
$350 USD in 6 days
8.6
8.6

Good to see this project, I will build your bidirectional NSL translator as a web app: MediaPipe pose estimation for signer recognition, a Transformer model for English to NSL gloss mapping, and a skeleton driven 3D avatar rendering signs at 30 FPS with facial expressions and co articulation. On a similar real time pose to animation pipeline, batching inference on the GPU side brought latency under 800ms. I will apply the same approach here. Questions: 1) Do you have any of the 1,000 NSL training videos collected yet, or will I need to design the capture protocol as well? 2) For the embeddable widget, do you need it as a plain JS snippet or a framework specific component (React, etc.)? Share your current UI wireframes or feature priority list and I will map out the architecture this week. Send me a message and we can go over the details. Best regards, Kamran
$285 USD in 10 days
8.7
8.7

Hello, To ensure effective communication in your bidirectional, real-time translation web application, I will focus on optimizing the Signer Mode. This involves refining the AI’s ability to accurately recognize Nigerian Sign Language (NSL) signs and translate them into natural English text and speech. I will analyze the current recognition patterns, conduct user testing with native NSL signers, and iteratively improve the model to enhance accuracy and responsiveness. By prioritizing this aspect, we can create a more seamless experience for users, allowing them to engage confidently in conversations without frustrating delays. In a previous project, I worked on a similar real-time translation tool for a startup, where we streamlined the sign recognition process, leading to a noticeable improvement in translation speed and user satisfaction. Ramandeep K.
$434 USD in 4 days
8.0
8.0

Hello, I can help with your "Sign language translator app" project. I build clean, maintainable PHP backends — core PHP and Laravel/Symfony, MySQL schema design, and well-structured REST APIs. For work involving php, javascript, mobile app development, android, animation, machine learning (ml), 3d animation, web development, computer vision, natural language processing, I pay close attention to validation, security, and readable code, delivering in small, testable milestones. I provide clean commits and clear documentation. Can we discuss the specifics before I firm up the timeline? ⭐ 5.0/5 from a recent client: "Project was delivered before Time with Best professional Knowledge One could ever held. Thanks for the support" Final timeline and cost will be confirmed in chat after a complete understanding and documentation of the project expectations in detail.
$600 USD in 12 days
8.0
8.0

Hi, Building a real-time sign language translator is a highly complex AI project where accuracy, low latency, and scalability are just as important as the user experience. I can help you develop a robust, extensible platform that lays the right foundation for both current features and future language support. I understand you're building a bidirectional web application that translates between spoken English and Nigerian Sign Language using AI and a real-time 3D avatar. The platform will include live translation, captions, website embedding, a public API, smart glasses support, custom avatar uploads, and an AI pipeline designed for training on your future NSL dataset. I'll build the system with a scalable architecture, optimize for low-latency inference, integrate real-time pose estimation and avatar animation, and ensure the platform is ready for future model training, transfer learning, and additional sign languages. A few quick questions: Do you already have the 3D avatar and UI designs prepared? Will the initial phase include AI model training, or should we first build the platform and integrate placeholder models? Which cloud provider do you plan to use for deployment and model hosting? I'd be happy to share relevant AI, computer vision, and web application projects during our discussion. Kindly initiate a chat so we can discuss your project in more detail. Best regards,
$2,500 USD in 7 days
8.0
8.0

Hi, I'd be excited to help build this AI-powered English ↔ Nigerian Sign Language (NSL) translation platform. This is a technically advanced project that requires expertise in AI/ML, computer vision, 3D animation, and scalable web architecture, and we'll design it with future expansion in mind. Features: Real-Time NSL ↔ English Translation AI Sign Recognition Speech-to-NSL Translation 3D Animated Avatar Real-Time Captions Website & Video Embed Widget Public Developer API Smart Glasses Support Custom Avatar Upload & Auto Rigging Let's chat. Thanks!
$320 USD in 7 days
8.3
8.3

Hey, i will build a clean and professional multi page AI powered web application for your sign language translation platform that is focused on improving their online presence, building trust, and helping them get more clients and bookings. I will work directly on the required platform to develop a modern responsive interface with real-time AI translation features, camera/microphone integration, 3D avatar animation, API support, and scalable architecture. I will also handle on page SEO including optimized meta titles descriptions image alt tags URL structure and basic SEO setup to improve search visibility and performance. i am interested to doing this work and i am agree with your budget. Do you already have a preferred design style or any reference websites you want me to follow for your project? portfolio: https://www.freelancer.com/u/Hammadhassan21 Best Regards: Hammad Hassan
$300 USD in 10 days
7.9
7.9

AI Expert is here to achieve your goals. ➜ I can develop a real-time English ↔ Nigerian Sign Language platform with AI sign recognition, speech/text translation, 3D avatar animation, captions, embeddable widgets, APIs, smart-glasses support, and custom avatar rigging. I can also design the NSL dataset and model-training pipeline for low-latency, privacy-focused inference and future language expansion. Please ping me to get started and provide you with great results. Thanks!!
$1,500 USD in 7 days
8.1
8.1

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
$700 USD in 7 days
7.2
7.2

Hello, I have worked on real-time web apps with camera, mic, API access, and low-latency frontend flows. Your NSL platform needs Machine Learning (ML) for sign recognition, Animation for the 3D signing avatar, and careful media handling for captions and speech output. I can plan the web architecture around MediaPipe pose capture, sub-second streaming, embeddable widgets, and a public API. The avatar pipeline can support skeleton-driven motion, smoothing, facial markers, and future Android or smart glasses output without blocking the first web release. Best regards, Teo
$300 USD in 5 days
6.8
6.8

Hi, I'm interested in your project "Sign language translator app". I have relevant experience and can deliver quality results within your timeline and budget. I'd love to discuss the details. Please feel free to reach out.
$250 USD in 5 days
6.8
6.8

With eight years in the data analytics and science field, I've developed a deep understanding of complex datasets – a crucial skill for the Sign Language Translator app project. My expertise in **Machine Learning (ML), data visualization and storytelling**, combined with proficiency in JavaSript, PHP, and Web Development make me an ideal candidate to build this powerful application. I'm well-acquainted with embedding APIs and can provide smooth website and video translations ensuring inclusivity. Further, my knowledge of **Python and data-driven approach** is directly applicable to your need for an optimized algorithm for 3D animation generation at sub-second latency. Moreover, my prior experience in designing dynamic dashboards (Power BI/Tableau/Looker) dovetails with your priority to have a responsive UI. In terms of ML, I'm no stranger to transfer learning/fine-tuning approaches, which would be instrumental considering none of pre-trained NSL models exists. Additonally, I bring privacy-focused on-device inference skills, which will be advantageous where possible. For the future roadmap, I can play a role in expanding into new languages and incorporating several worthy features.
$500 USD in 7 days
6.7
6.7

Hello There!!! ★★★★ (I will build a scalable real-time NSL translation platform with AI, 3D avatar animation, and low-latency bidirectional communication.) ★★★★ I have carefully reviewed your vision and understand you need a real-time web platform translating between spoken English and Nigerian Sign Language using an animated 3D avatar. I will help develop a scalable architecture, optimize AI pipelines, implement smooth avatar animation, and ensure responsive, privacy-focused performance with future expansion in mind. ⚜ Bidirectional speech ↔ NSL translation ⚜ Real-time 3D avatar animation integration ⚜ MediaPipe pose estimation and AI workflow ⚜ Captions, website widget, and public API ⚜ Custom avatar upload and auto rigging support ⚜ Responsive UI with camera/mic integration ⚜ Scalable ML architecture for future training I have experience with AI-powered web applications, computer vision, interactive UI, and real-time systems. I enjoy building solutions that combine usability with advanced technology, and I focus on clean, maintainable development. I can work closely with your team to deliver a reliable platform that is easy to extend as your NSL dataset grows. I would be glad to discuss the architecture and next steps for your project. Warm Regards, Farhin B.
$256 USD in 10 days
6.8
6.8

As a bilingual developer well-versed in JavaScript, PHP and other relevant languages, I am the full-stack developer you need for your sign language translator app. My broad skillset allows me to not only develop robust and scalable web applications, but also integrate various APIs — a key feature in the project's scope. Be rest-assured that your web-based platform will have low end-to-end latency while maintaining optimal performance. In AI and Automation, my knowledge in NLP, OCR, and Generative AI will come in handy for designing the system to not only detect and translate diverse Nigerian Sign Language (NSL) signs but also generate fluent NSL using pose estimation techniques like MediaPipe. Additionally, I have experience with AWS services - a valuable skill considering the need for privacy-focused on-device inference where possible. Lastly, my experience with e-commerce platforms like Shopify and WooCommerce underscores my ability to create intuitive and user-friendly UIs. I am excited about training recognition and generation models using the custom dataset you plan to collect. You can count on me for providing clean code and regular communication keeping you in the loop at all project stages. I look forward to being part of this impactful project!
$250 USD in 1 day
7.1
7.1

Hello " Lets Gets Started, You are looking for Sign language translator app I know you have several tempting proposals here, but I guarantee you to be impressed by my work. I have various skills in Mobile App Development, PHP, Machine Learning (ML), Natural Language Processing, Computer Vision, Android, 3D Animation, JavaScript, Web Development and Animation. If you give me this chance you will be impressed, because I guarantee that I will meet your expectations. I invite you to get a look at my portfolio You Can see it from here : https://www.freelancer.com/u/sahildogra222 If you have any questions or queries, do not hesitate to contact me. I hope to start working with you. With regards! Sahil
$250 USD in 1 day
6.5
6.5

Hello, I came across your Sign language translator app and I am very interested in working with you. I have reviewed your requirements and full understand the scope of expectations. I specialize in PHP, Web Development, and have successfully delivered similar projects before. I am committed to delivering high-quality work with reliability, clarity and professionalism. I work transparently throughout the project progress, deadlines and expectation stay clear at every stage. I would be glad to disucss further details and am ready to start immediately. Looking forward to hearing from you. Regards. Anum
$250 USD in 4 days
6.1
6.1

This is a complex challenge, but one I’m confident in tackling based on past work building real-time gesture recognition systems and avatar-driven animations for accessibility tools. Extracting NSL from video in signer mode and translating spoken English to expressive 3D avatar signs is tricky, especially with no pre-trained model to start from. Designing modular, low-latency pipelines that combine pose estimation, custom rigging, and smooth avatar animation will be key. To speed up development, I’d suggest validating your MediaPipe pose data quality early with sample NSL videos to ensure joint accuracy supports detailed hand/shapes co-articulation before full model training. Do you have specs for the custom avatar rigging—will you provide template skeletons to guide bone mapping? And what’s your preferred approach to syncing speech audio with avatar animation in speaker mode to keep latency under 2 seconds? I’ve helped a client build on-device sign recognition for a local sign language and implemented avatar-based sign output with fluid motion. With your dataset pipeline, we can combine transfer learning to bootstrap models, then fine-tune using your NSL recordings. I’m ready to dive into the pose pipeline design or avatar rigging approach as soon as you want to start.
$250 USD in 7 days
6.1
6.1

I reviewed Sign language translator app as a robotics/vision engineering requirement with real hardware or simulation acceptance criteria. I can structure the ROS/ROS2 nodes, topics, services and launch configuration; integrate perception using OpenCV/YOLO; connect sensors or arm controllers; and provide reproducible setup, tests and demonstration evidence. My approach is to establish the target environment and measurable success condition first, then validate each perception, planning and control component independently before end-to-end testing. Please share the robot/simulator, ROS distribution, sensors and expected output so I can propose the exact architecture. Portfolio: https://www.freelancer.com/u/irfanui Regards, Mohammad 4th Dimension Partners
$750 USD in 1 day
6.1
6.1

Hello, This is an ambitious and meaningful project, and I would love to be part of it. I have strong experience with AI applications, real time systems, computer vision, web platforms, and scalable architecture. I understand the importance of low latency, accurate translation, and creating a solution that can continue to grow as your NSL dataset expands. I would be happy to schedule a discussion to review your goals, training strategy, and development phases. I am confident we can deliver a reliable first release while preparing the platform for future capabilities. I will share my portfolio in chat I look forward to hear from you. Thanks Best Regards, Mughira
$500 USD in 7 days
5.7
5.7

Hi there, This is the kind of project I really enjoy because it mixes AI with something that can make a real difference for people. I have built AI platforms like Vinext AI, computer vision systems like MyRaceClip for real time detection, and AI assistants like Mundie, so working with live video, LLMs and fast processing is already my day to day work. I would build this with a modular setup so sign recognition, translation, avatar animation and streaming all work together smoothly and can grow later without starting over. The 3D avatar can be driven directly from pose data with natural movements, facial expressions and low delay, while the API and embeddable widget stay simple for other websites to plug in. The dataset and training plan also makes sense and I can help design it so future improvements become much easier. I would love to jump on a chat and see how you picture the first MVP.
$250 USD in 7 days
5.5
5.5

benin, Nigeria
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Member since Dec 22, 2018
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