Project Overview
AI-Powered Motion Capture Suite
IPH Technologies engineered a markerless motion capture suite for a professional Animation & VFX studio — eliminating the $50K–$500K+ hardware barrier, achieving 88% accuracy against traditional marker-based systems, and compressing 30-minute capture sessions into production-ready animation with 70–80% faster delivery cycles.
Client
Professional Animation & VFX Studio
Industry
Media & Entertainment / Animation & Visual Effects
Platform
Desktop Software (Windows & macOS)
Services
UI/UX Design · AI Engineering · Computer Vision · Desktop Dev
Key Integrations
Maya · Blender · Unity · Unreal Engine · MotionBuilder
Core Innovation
Markerless AI Motion Capture
About Project
Giving Animators Professional Mocap Without the Cost
UNOMi builds animation software that solves one of the industry's most time-consuming problems — syncing character mouth movements to voice recordings and capturing motion data without expensive hardware. What used to take animators a full day now takes seconds. Their suite of tools covers 2D lip sync, 3D lip sync, motion capture, and avatar creation — all designed to cut production time by 30–70% without sacrificing quality. Built by people who understand animation from the inside.
A growing VFX and animation studio specializing in character-driven content struggled with the prohibitive costs and technical complexity of traditional motion capture systems. As client demands for realistic human animation increased, conventional mocap approaches created significant barriers that limited creative possibilities and competitive positioning — challenges faced throughout the animation industry.
Platform Screenshots
Business Challenges
Challenges in Motion Capture Production
Traditional motion capture workflows impose substantial barriers that restrict access and inflate production costs. These critical pain points drove the need for an intelligent, affordable, hardware-free solution.
01
Prohibitive Equipment Costs — Investment requirements of
$50K–$500K+ for optical marker systems, sensor suits, and dedicated capture stages,
placing professional mocap completely beyond reach for indie studios and freelancers.
02
Facility Dependencies — Mandatory access to specialized
studios with controlled environments, camera arrays, and calibrated spaces, limiting
spontaneous capture opportunities and location-based shooting flexibility.
03
Technical Complexity Barriers — Steep learning curves for
marker placement, camera calibration, data cleanup, and retargeting workflows, requiring
specialized technicians and extending production timelines significantly.
04
Talent and Scheduling Constraints — Need for performers
to wear restrictive bodysuits with markers, combined with limited studio availability,
creating scheduling bottlenecks and reducing spontaneous creative experimentation.
05
Data Processing Overhead — Hours of manual cleanup work
correcting marker occlusions, solving tracking errors, and refining skeletal data before
usable animation could emerge from any session.
06
Limited Creative Flexibility — Inability to capture
movement from archival footage, reference videos, or outdoor locations, constraining
authentic motion references and period-specific performances.
These obstacles not only escalate budgets
but also stifle creative ambition, forcing studios to choose between authentic
motion and financial viability.
Key Features Delivered
What IPH Technologies Built Into the Motion Capture Suite
IPH Technologies engineered the complete Motion Capture Suite — from markerless video capture to universal pipeline integration — making professional-grade mocap accessible, affordable, and fast without compromising accuracy.
Markerless Video Capture
Capture professional-grade motion data from standard video
footage — no sensor suits, no calibration rigs, no specialist studio required.
Eliminates the $50K–$500K+ hardware barrier entirely.
Keypoints
33+
Accuracy
88%
Cost
$0
No suits
No rigs
90% cost cut
AI-Powered Skeletal Tracking
Proprietary deep learning models detect 33+ body keypoints
with sub-pixel accuracy across varied body types, clothing, lighting, and camera angles
— validated against traditional marker systems.
33+ body keypoints tracked per frame
Deep Learning
Sub-pixel
88% accuracy
Location Freedom
Shoot anywhere — outdoor locations, historical settings,
live production sets — without transporting equipment or booking facilities. Archival
footage and reference videos can all be processed.
Outdoor capture
Archival footage
No studio booking
30-Min Capture Sessions
Full-day studio bookings are replaced by 30-minute video
recordings and a few hours of processing. Entire production cycles compress dramatically
for games, animated series, and film.
Record
Process
Export
70–80% faster
30-min sessions
No scheduling
Universal Pipeline Integration
Seamless export to Maya, Blender, Unity, Unreal Engine, and
MotionBuilder with automatic rig retargeting and timeline synchronization. No workflow
overhaul or proprietary format lock-in.
Maya
Blender
Unity
Unreal
Real-Time GPU Preview
Preview skeletal tracking results instantly within the
application — no render wait, no export round-trip. Directors and animators see usable
output immediately, shortening review cycles.
Body
Arms
Legs
Face
GPU-accelerated
Real-time
Instant preview
Works Natively With
Maya
Unity
Unreal Engine Blender
MotionBuilder
Windows
macOSPlatform Views
Live Platform Views
The Motion Capture Suite delivers a focused, professional desktop experience purpose-built for animators — combining real-time GPU preview, batch processing, hardware-free capture, and universal pipeline export into one seamless tool.
Markerless Capture
Capture full body and facial motion from standard video
— no suits, sensors, or specialist studio required.
AI Skeletal Rigging
Deep learning converts 2D video into full 3D skeletal
animation with intelligent depth estimation and joint constraints.
Real-Time GPU Preview
Instant in-app skeletal tracking preview — no render
wait, no round-trip export, faster creative decisions.
Batch Processing
Process unlimited footage volumes — from single-character
shorts to multi-performer feature film sequences with no per-capture costs.
Archival Footage Support
Process existing recorded material, reference videos,
and archival footage — unlocking motion references previously impossible to capture.
Universal FBX Export
One-click export to Maya, Blender, Unity, Unreal, and
MotionBuilder with automatic rig retargeting — no workflow overhaul.
Product Visuals
In Action
Visual references from the Motion Capture Suite — showcasing the markerless capture workflow, AI skeletal tracking, and the UNOMi animation toolset.
Suite Overview
Motion Capture Interface
Full markerless capture workflow — from video input to
production-ready skeletal animation output.
Capture Engine
AI Body Tracking
33+ keypoints detected per frame with sub-pixel accuracy
across diverse body types and environments.
Lip Sync Integration
3D Lip Sync Engine
AI-driven mouth pose automation combined with motion
capture for complete character performance in one pipeline.
Design System
Brand Colour Palette & Typography
The Motion Capture Suite visual identity was built for high-contrast production environments — balancing bold functional colours against deep neutrals for long creative sessions.
#000000
#1F1F1F
#EA0013
#2FD32D
#0A75F3
#FFFFFF
Technology Stack
Built for Speed, Precision & Production Power
The Motion Capture Suite technology stack was selected for real-time video processing, hardware-free skeletal tracking, cross-platform desktop deployment, and seamless integration with leading animation pipelines.
01
Core Framework
Python & C++ Engine
High-performance processing architecture supporting both desktop applications and cloud-based batch processing for scalable production workloads.
02
AI & Computer Vision
Deep Learning Pose Est.
Proprietary markerless tracking algorithms using CNNs detecting 33+ body keypoints with sub-pixel accuracy across diverse footage types and quality levels.
03
Video Processing
OpenCV & FFmpeg
Multi-format video ingestion supporting 4K resolution, variable frame rates, and automatic camera motion compensation for handheld footage.
04
3D Reconstruction
Skeletal Rigging & IK
Converts 2D tracking data into full 3D skeletal animation with intelligent depth estimation and natural joint constraint systems.
05
Export & Integration
FBX SDK & Universal
Seamless export to Maya, Blender, Unity, Unreal Engine, and MotionBuilder with automatic rig retargeting and timeline synchronization.
06
Performance
GPU Acceleration
CUDA/Metal GPU acceleration and multi-threading enabling real-time preview and accelerated batch processing for feature-length productions.
Development Process
How We Engineered It
Building the Motion Capture Suite required deep collaboration between IPH Technologies' engineering team and the client's animation domain experts — combining computer vision research with a disciplined, accountability-first delivery process.
01
Discovery & Consultation
Every engagement begins with a structured discovery call. We
learned the studio's business goals, their users, and the specific mocap problems
they needed solved — because a project built on a clear brief is far less likely to
drift in scope, budget, or timeline.
02
Requirements Gathering & Scope Definition
Our analysts translated conversations into a formal requirements
document. We prioritised features, defined acceptance criteria, and locked scope
before development began — eliminating costly mid-project surprises from the start.
03
Strategic Road Map Creation
We built a phased product road map with clear milestones, sprint
timelines, and review checkpoints — so the team always knew exactly what would be
built, when it would be ready, and what success looked like at each stage.
04
Design, Architecture & Prototyping
Before any code was written, our designers and architects defined
the UX and technical foundation for the capture pipeline, GPU preview system, and
export architecture. Clickable prototypes were reviewed and approved first.
05
Agile Development & Quality Assurance
Development ran in two-week sprints, each closing with a working
demo. QA engineers tested in parallel — catching issues while they were still
inexpensive to fix. No sprint closed without client sign-off.
06
Launch, Onboarding & Ongoing Support
Delivery didn't end at go-live. We managed deployment, provided
documentation, onboarded the animation team, and remain available long after
launch — as a long-term partner, not a closed project.
Results & Impact
Measurable Outcomes at a Glance
Through its partnership with IPH Technologies, the Motion Capture Suite delivered measurable results that fundamentally changed what's possible for studios of any size working with character animation.
90%
Reduction in motion capture costs vs traditional hardware systems
88%
Accuracy against professional marker-based systems in studio testing
70–80%
Faster production cycles — full-day sessions compressed to 30 minutes
33+
Body keypoints tracked with sub-pixel accuracy per frame
$0
Hardware cost — standard video camera only, no suits or rigs needed
5+
Native pipeline integrations: Maya, Blender, Unity, Unreal, MotionBuilder
Client Feedback
From the Team
Hear directly from the UNOMi team on working with IPH Technologies — from concept alignment to delivering a product that's reshaping how animators work with motion capture technology.
Founder Testimonial
"IPH Technologies understood the real challenges animators
face and built a solution that truly works. Their expertise in AI lip sync and
character rigging helped bring UNOMi to life, and their ongoing support has been
exceptional."
Video Testimonial
Client Review
FAQ
Frequently Asked Questions
IPH Technologies uses a Python and C++ core engine for
high-performance processing, custom deep learning models (CNNs) for markerless skeletal
tracking, OpenCV and FFmpeg for multi-format video ingestion, and CUDA/Metal GPU
acceleration for real-time preview. The FBX SDK enables seamless export to Maya,
Blender, Unity, Unreal Engine, and MotionBuilder with automatic rig retargeting.
IPH Technologies builds motion capture software with native export
support for industry-standard tools including Autodesk Maya, Blender, Unity, Unreal
Engine, and MotionBuilder. Captured data is exported in FBX format with automatic rig
retargeting and timeline synchronization — no workflow overhaul, no proprietary format
lock-in, just data that works immediately with your existing assets.
Every project follows a structured six-stage process: discovery and
consultation, requirements gathering and scope definition, strategic roadmap creation,
design and prototyping, agile sprint development with parallel QA, and post-launch
support. A working demo is delivered at the end of every two-week sprint, and no sprint
closes without client sign-off.
IPH Technologies' AI-powered markerless capture system achieves 88%
accuracy against traditional professional marker-based systems, as validated in studio
testing. The system detects 33+ body keypoints with sub-pixel accuracy across varied
body types, clothing styles, lighting conditions, and camera angles — meeting broadcast
and AAA game quality standards while eliminating hardware costs entirely.
Fully transparent. Clients receive daily updates during active
development, weekly progress reports as standard, shared roadmaps, and fortnightly
sprint demos. Every communication is jargon-free and tells you exactly what is done,
what is in progress, and what comes next — no black boxes, no surprises.
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