Real-Time AI Video / Virtual Camera Developer
Budżet: $2000.0
FIXED /
⭐ 4.66 (27)
Turkey
opencv, pytorch, python, computer-vision, deep-learning, video-processing, cuda, machine-learning, artificial-intelligence
Preferowane kwalifikacje
- Doświadczenie: Średniozaawansowany
We are looking for an experienced AI / Computer Vision developer to build a real-time video transformation system.
## Project Goal
The application should:
* Capture live video from a webcam.
* Process the webcam feed using AI in real time.
* Transform the person in the video into a predefined, authorized digital identity/avatar while preserving natural head movement, facial expressions, and motion.
* Generate the transformed video with low latency.
* Output the processed video as a virtual camera that can be selected by compatible video applications.
* Maintain stable video quality during continuous use.
The system is intended for authorized avatar / visual-effects use. It is not intended for identity verification, KYC, authentication, or impersonation.
## Technical Expectations
We are open to the developer recommending the best architecture and technology stack.
Relevant experience may include:
* Python and/or C++
* PyTorch
* OpenCV
* Real-time generative AI
* Face tracking / facial landmarks
* Face or avatar reenactment
* Video-to-video generation
* CUDA / GPU inference optimization
* OBS / virtual camera integration
* ONNX / TensorRT optimization
Existing open-source models and frameworks may be used where appropriate. We do not require the AI model to be developed from scratch.
## Performance Target
Ideally:
* Real-time or near-real-time processing
* Target: approximately 25–30 FPS
* Low latency
* 720p minimum, preferably 1080p
* Natural facial expressions and head movement
* Stable output during longer sessions
GPU acceleration is expected.
## Phase 1 — Proof of Concept
For the first milestone, we want a working prototype demonstrating:
Webcam Input → Real-Time AI Processing → Transformed Video → Virtual Camera Output
The PoC does not need a polished user interface.
The most important factors are image quality, stability, FPS, and latency.
## Future Phase
If the PoC is successful, we may continue with:
* Performance optimization
* Simple desktop UI
* Multiple authorized avatars
* GPU selection/settings
* Resolution and FPS settings
* Easy avatar/profile management
* Windows packaging/installer
## When Applying
Please answer the following:
1. Have you previously developed real-time face/avatar/video transformation systems?
2. Can you share a relevant demo or portfolio example?
3. Which model/framework would you recommend for this project?
4. What GPU would you recommend for 1080p real-time processing?
5. What FPS and end-to-end latency do you realistically expect?
6. Would you use an existing model or develop/train a custom model?
7. What would you estimate for the PoC development time and cost?
Please briefly describe the architecture you would use before providing your estimate.
Otwórz na Upwork
AI proposal draft
Generate a short cover letter for this job. Edit before sending.
Sign in to generate an AI proposal draft.
Zaloguj