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RFL_GLOBAL
中文
  • DepthFusion // 2505.07398
  • GPU
  • WAVE 6

MAGNI

THE MIGHTY

MAGNI uses depth-aware hybrid fusion to merge camera and LiDAR features for precise 3D object detection. Depth information actively guides the fusion process, ensuring features are aligned in 3D space rather than merely projected — resulting in more geometrically consistent detections than standard camera-LiDAR fusion methods. Accurate 3D bounding boxes are essential for autonomous navigation, obstacle avoidance, and target tracking across diverse operational environments.

MODULE STATUS: DEVELOPMENT

Status

HYBRID

DIVISION
ANIMA
WAVE
W6
DOMAIN
DETECTION
WAVE 6 // ANIMA SUITE
PERCEPTION — MULTI-MODAL 3D DETECTION
MAGNI // W6 // 044/079
01THE CHALLENGE

PERCEPTION — MULTI-MODAL 3D DETECTION

Depth-aware hybrid fusion for accurate 3D bounding boxes.

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

02THE SOLUTION

WHAT MAGNI DELIVERS

Depth-aware hybrid fusion for accurate 3D bounding boxes.

CAPABILITIES

  • Advanced MULTI-MODAL 3D DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation
  • Production-ready architecture
03ENGINEERING

WHY THIS IS HARD

Building MAGNI 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

MAGNI solves these through careful architecture design and rigorous validation.

04BENCHMARKS

PROOF, NOT PROMISES

Key metrics:

PROOF, NOT PROMISES
METRICVALUE
StatusDevelopment
BackendGPU
IntegrationANIMA Stack
PaperDepthFusion
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 MAGNI 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: DEPTHFUSION

  • Advanced MULTI-MODAL 3D DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation

KEY INNOVATION

Depth-aware hybrid fusion for accurate 3D bounding boxes.

DEPLOYMENT

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

COMPUTE

PRIMARY
GPU
EDGE
Optimized inference
API
REST + streaming
08PAPERS

PAPERS

  1. [01]DepthFusion (2505.07398)