Facial structures & expressions
Our Geometric Face Engine constructs a speaker‑specific 3‑D mesh and phoneme‑aligned motion vector, re‑animating even the smallest micro‑expressions with precision.
Linguistic variations and person-specific styles
Our Context‑Aware Speech Encoder extracts timed phonemes and syllables, then blends them with speaker‑specific motion codebooks so lip movements follow the target language’s rhythm.
Lighting and resolution issues
Our Latent Appearance Fusion Attention module fuses speaker samples into a rich texture embedding, preserving original lighting, even in low light or shifting conditions, and maintaining the native grain and resolution of the footage.
Camera angles and head turns
Our Geometric Face Encoder disentangles micro-expressions and pose information, creating a model that generalizes well into extreme angles. This significantly outperforms avatar-based solutions that rely heavily on precise geometric representations.
UGC-style editing
Our Temporal Reorientation module maintains visual and motion consistency across jump cuts by tracking facial geometry frame-by-frame, rather than relying on continuous footage. Designed for fast-paced edits, it instantly re-establishes sync—preserving lip alignment without visual drift.
Multiple speakers
Our Advanced Video Analysis AI isolates and tracks every speaking face, extracting a comprehensive visual representation of each speaker across angles, sizes, and expressions