JALI Research
The industry standard for speech-driven facial animation and lip-sync performance.

Professional markerless motion capture for desktop using consumer-grade depth sensors and RGB cameras.
iPi Soft's flagship product, iPi Mocap Studio, is a sophisticated markerless motion capture system that leverages computer vision and AI-driven skeletal fitting to track human movement without the need for specialized suits or markers. As of 2026, the architecture remains the industry standard for localized, high-fidelity desktop motion capture, utilizing both depth sensors (like Azure Kinect) and standard RGB cameras (GoPro, Sony). The system employs a multi-stage processing pipeline: background subtraction, point-cloud generation, and an iterative inverse kinematics (IK) solver that matches a digital skeleton to the visual data. This approach is particularly effective for indie studios and educational institutions that require professional-grade data—exportable as FBX, BVH, and Collada—without the overhead of optical marker systems. The software includes advanced jitter removal filters and biomechanical analysis tools, making it a dual-use platform for both creative media production and clinical movement research. Its market position is solidified by its offline processing capability, ensuring data privacy and high precision that real-time cloud-based alternatives often sacrifice.
Synchronizes timestamps across multiple USB controllers to ensure frame-accurate data fusion from up to 16 cameras.
The industry standard for speech-driven facial animation and lip-sync performance.
Automated 2D-to-3D Character Rigging and Motion Synthesis with Diffusion-Based Pose Estimation.
Markerless 3D motion capture and real-time body tracking powered by physics-based AI.
The cloud-based 3D character and AAA motion capture ecosystem for real-time engines.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Extracts joint angles, center of mass, and velocity data into CSV/Excel formats.
Applies advanced signal processing to skeletal trajectories to remove high-frequency noise without losing organic motion.
Native integration with Microsoft's Time-of-Flight (ToF) sensors for superior depth resolution.
Simultaneous tracking of two actors through occluding environments using probabilistic data association.
Heuristic-based finger positioning based on depth silhouettes.
Automated pipeline for tracking and exporting multiple take files via CLI.
Small teams cannot afford $50k+ Vicon or OptiTrack systems.
Registry Updated:2/7/2026
Objective measurement of patient range-of-motion is time-consuming.
Creating natural-looking idle and expressive animations manually is tedious.