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RFL_GLOBAL
中文
  • Motion Blender GS // 2503.09040
  • GPU
  • WAVE 6

MODI

THE ANIMATOR

MODI applies motion graph decomposition and dual quaternion skinning to Gaussian Splatting, enabling real-time rendering of dynamic 3D scenes — people walking, vehicles moving, objects being manipulated. Each Gaussian tracks its own motion trajectory, capturing the full dynamics of living environments. Static 3D maps are insufficient for real-world robotics — MODI captures and renders the dynamic world, enabling simulation, replay, and predictive visualization of scenes with moving objects. Critical for training data generation and real-time situational awareness.

MODULE STATUS: DEVELOPMENT

Status

LIVE

DIVISION
ANIMA
WAVE
W6
DOMAIN
DYNAMIC MAPPING
WAVE 6 // ANIMA SUITE
PERCEPTION — DYNAMIC 3D RENDERING
MODI // W6 // 048/079
01THE CHALLENGE

PERCEPTION — DYNAMIC 3D RENDERING

Real-time Gaussian Splatting for dynamic scenes — motion graph decomposition.

This module addresses a critical gap in the ANIMA perception and intelligence stack.

02THE SOLUTION

WHAT MODI DELIVERS

Real-time Gaussian Splatting for dynamic scenes — motion graph decomposition.

CAPABILITIES

  • Advanced DYNAMIC 3D RENDERING capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation
  • Production-ready architecture
03ENGINEERING

WHY THIS IS HARD

Building MODI requires solving multiple coupled problems:

  1. 01Achieving real-time performance on edge hardware
  2. 02Maintaining accuracy across diverse conditions
  3. 03Seamless integration with existing ANIMA modules
  4. 04Robust operation in degraded environments

MODI solves these through careful architecture design and rigorous validation.

04BENCHMARKS

PROOF, NOT PROMISES

Key metrics:

PROOF, NOT PROMISES
METRICVALUE
StatusDevelopment
BackendGPU
IntegrationANIMA Stack
PaperMotion Blender GS
05BUILD STATUS

WHAT'S BUILT TODAY

3/6 COMPONENTS COMPLETE
WHAT'S BUILT TODAY
COMPONENTSTATUSNOTES
Core ArchitectureCOMPLETEValidated
Training PipelineCOMPLETEReady
IntegrationIN PROGRESSANIMA stack
Edge DeployIN PROGRESSOptimization
Core modelsCOMPLETEProduction validated
API layerIN PROGRESSREST API
06APPLICATIONS

WHERE MODI DEPLOYS

  • APP_01

    ROBOTICS

    Core module for autonomous robot systems.

  • APP_02

    DEFENSE

    Military and security applications.

  • APP_03

    RESEARCH

    Academic and industrial research platform.

07TECHNOLOGY

UNDER THE HOOD

FOUNDATION: MOTION BLENDER GS

  • Advanced DYNAMIC 3D RENDERING capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation

KEY INNOVATION

Real-time Gaussian Splatting for dynamic scenes — motion graph decomposition.

DEPLOYMENT

  • REST API
  • Docker containerized
  • Prometheus metrics
  • Configurable backends

COMPUTE

PRIMARY
GPU
EDGE
Optimized inference
API
REST + streaming
08PAPERS

PAPERS

  1. [01]Motion Blender GS (2503.09040)