Active Prototypes
SAM2 Roto Assistant
SAM2-powered segmentation assistant for complex VFX plates
Interactive rotoscoping tool that reduces manual segmentation time by 78%. Integrates with Nuke for production workflows, handling motion blur, occlusion, and fine detail preservation.
Neural Material Explorer
Text-to-material workflows for lookdev acceleration
Generates MaterialX-compliant physically-based texture sets from text prompts. Produces albedo, roughness, normal, and displacement maps optimized for production rendering.
VFX Corpus Visualization
Knowledge graph connecting shots, annotations, and model lineage
Interactive visualization of VFX production data lineage. Tracks relationships between shots, annotations, model versions, and artist feedback to create a queryable production knowledge graph.
Generative Previz
AI-assisted scene composition for virtual production
Rapid scene layout tool for virtual production. Generates camera-ready environments from rough sketches and text descriptions, exporting to Unreal Engine for real-time rendering.
Shot Complexity Estimator
ML-based pipeline scheduling and resource allocation
Predictive model trained on historical shot data to estimate VFX complexity, render time, and artist hours. Integrates with production tracking systems for smarter bidding and scheduling.
Neural Relighting Assistant
Real-time lighting inference from single HDRI probes
Infers full scene lighting from a single HDRI capture. Enables interactive relighting of live-action plates for faster lookdev iterations and client reviews.