UNIVERSITY AI COMPETITION · FINALIST 2026

The Future of Biometric Synthesis

Real-time face synthesis powered by a dual-stream generative neural network. Combining 3DMM and Latent Space Alignment into a local 60 FPS 4K desktop AI platform — engineered for researchers, built for performance.

Download for Windows Try Live Demo

FPS 4K Render

Latency

SSIM Score

VRAM Usage

Interactive Neural Interface

Experience the Engine Live

Simulate our biometric landmark extraction and latent steering algorithm directly in your browser.

LIVE · TENSORRT ACTIVE

FACE_ID_01 · 99.8% MATCH

Live Tensor Parameters

CUDA 12.1

Latent Blend (W+)0.85

Pose Consistency (3DMM)98.2%

Illumination Match0.92

Inference Load11.4 ms

livecambest_engine.log

Academic & Technical Specification

Industry-Standard AI Modules

Fully aligned with the evaluation criteria of the university competition jury — engineered for reproducibility and peer review.

Dual-Stream GAN

Disentangles identity and pose/attribute vectors into two independent streams, recombining them with zero loss. Built on StyleGAN-XL disentanglement.

STYLEGAN-XL

3DMM Biometric Alignment

Reconstructs a 3D face model from 68 canonical landmarks. Powered by PyTorch3D — prevents distortion even under extreme angles and rotations.

PYTORCH3D

TensorRT FP16 Optimization

Converts the deep learning model into a TensorRT engine, using 40% less GPU memory and tripling FPS. CUDA 12.1 ready out of the box.

CUDA 12.1

SfSNet Light & Shadow

Shape-from-Shading automatically adapts ambient lighting and shadows from the target video onto the source face. Spherical Harmonics supported.

SPHERICAL HARMONICS

Temporal Consistency Filter

Eliminates inter-frame flickering with an optical-flow-based temporal filter, delivering cinematic smoothness in every output video.

OPTICAL FLOW

Integrated Deepfake Detection

Adds an imperceptible biometric watermark to every generated visual, preventing misuse through a built-in security mechanism.

ADVERSARIAL WM

Performance Metrics

Benchmarked Against State of the Art

Tested on NVIDIA RTX 3080 10GB with 1080p 60fps input. Our custom TensorRT engine delivers up to 300% speed gains.

Render FPS (1080p)

Higher is better · frames per second

BEST

Roop15 FPS

SimSwap22 FPS

LiveCamBest AI60 FPS

SSIM (Structural Similarity)

Higher is better · 0.0 to 1.0 scale

BEST

DeepFaceLab0.890

LiveCamBest AI0.994

VRAM Consumption

Lower is better · gigabytes

LOWEST

DeepFaceLab8.5 GB

SimSwap5.2 GB

LiveCamBest AI2.1 GB

End-to-End Latency

Lower is better · milliseconds

LOWEST

Roop68 ms

SimSwap45 ms

LiveCamBest AI12 ms

Real-Time Biometric Face Synthesis via Dual-Stream Latent Space Alignment and TensorRT Optimization

📄 PDF2.4 MB✓ Peer-ReviewedIEEE Format

Competition paper detailing the methodology, ablation studies, and benchmarking results against current SOTA methods.

Technical Architecture Report — System Design & Implementation

📄 PDF5.1 MB🔧 Detailed Schematicsv3.2

Full technical breakdown of the dual-stream pipeline, TensorRT optimization strategy, and deployment architecture.

Ethics & Security Framework

Built on Responsible AI

Designed in full compliance with the ethical standards of the inter-university technology competition evaluation board.

Adversarial Watermarking

Every synthetic output carries an imperceptible digital signature — making the software 100% traceable against disinformation and identity theft.

Local-First Processing

Your data never leaves your machine. All inference runs locally on your GPU — no cloud, no telemetry, no third-party endpoints.

Verified & Secure

SHA-256 signed binaries. VirusTotal-clean verification. Full compliance with open-source ethical guidelines and responsible disclosure.

Responsible Use Agreement

By downloading LiveCamBest AI, you agree to our Ethical Use Protocol. The software is intended for research, education, and authorized creative applications only. Unauthorized use for fraud, impersonation, or non-consensual content is strictly prohibited and traceable via our embedded watermarking system.

Launch the Desktop Experience

Optimized for Windows 10/11 (64-bit) with CUDA 12.1 support. Minimum GPU: NVIDIA RTX 2060 or higher.

Windows 64-bit

LIVECAMBEST_AI_ENGINE_v3.2.1.exe

Version

v3.2-PRO · Build #8942

Size

1.2 GB

Integrity

SHA-256 Verified ✓

Requirements

System Compatible ✓

Download .EXE Installer