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RFL_GLOBAL
中文
  • Open-Vocab Defect OD // 2512.24160
  • GPU
  • WAVE 6

RAN

THE INSPECTOR

RAN performs text-conditioned anomaly detection using a 1-million image-text pair dataset for industrial quality assurance. Describe the defect you're looking for in natural language — 'find corrosion,' 'locate cracks,' 'identify misalignment' — and RAN detects it without any task-specific training. Infrastructure inspection of bridges, pipelines, and buildings, along with equipment maintenance, requires detecting anomalies that vary by context. RAN's open-vocabulary approach adapts to any inspection scenario via text prompts, eliminating the need for per-defect training data.

MODULE STATUS: DEVELOPMENT

Status

DEFECT

DIVISION
ANIMA
WAVE
W6
DOMAIN
SPECIALIZED
WAVE 6 // ANIMA SUITE
SPECIALIZED — INDUSTRIAL ANOMALY DETECTION
RAN // W6 // 064/079
01THE CHALLENGE

SPECIALIZED — INDUSTRIAL ANOMALY DETECTION

Text-conditioned anomaly detection — describe defect, detect it.

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

02THE SOLUTION

WHAT RAN DELIVERS

Text-conditioned anomaly detection — describe defect, detect it.

CAPABILITIES

  • Advanced INDUSTRIAL ANOMALY DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation
  • Production-ready architecture
03ENGINEERING

WHY THIS IS HARD

Building RAN 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

RAN solves these through careful architecture design and rigorous validation.

04BENCHMARKS

PROOF, NOT PROMISES

Key metrics:

PROOF, NOT PROMISES
METRICVALUE
StatusDevelopment
BackendGPU
IntegrationANIMA Stack
PaperOpen-Vocab Defect OD
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 RAN 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: OPEN-VOCAB DEFECT OD

  • Advanced INDUSTRIAL ANOMALY DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation

KEY INNOVATION

Text-conditioned anomaly detection — describe defect, detect it.

DEPLOYMENT

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

COMPUTE

PRIMARY
GPU
EDGE
Optimized inference
API
REST + streaming
08PAPERS

PAPERS

  1. [01]Open-Vocab Defect OD (2512.24160)