Automated Space Planning Expert

22 hours ago

Chennai, Tamil Nadu, India beBeeArtificialIntelligence Full time ₹ 1,50,00,000 - ₹ 2,00,00,000
AI Vision Specialist

About the Role:

We are seeking an innovative AI Vision Specialist to join our team and contribute to the development of cutting-edge automated space planning and design solutions. This role involves building intelligent systems that automatically generate optimal interior layouts, particularly kitchen designs, by combining computer vision, 3D modeling, spatial reasoning, and rule-based design principles.

The ideal candidate will bridge the gap between AI/ML technologies and interior design expertise to create automated design solutions that meet safety codes, ergonomic standards, and functional requirements.

Key Responsibilities:
  • Design Rule Engine Development: Build comprehensive rules engines for interior design constraints (work triangle optimization, ergonomic guidelines, building codes, aesthetic principles)
  • Automated Kitchen Design: Develop systems that analyze room dimensions and automatically place cabinets, appliances, and accessories following design best practices
  • 3D Space Planning: Create algorithms for optimal placement of hobs, sinks, refrigerators, and storage solutions based on kitchen workflow principles
  • Spatial Constraint Solving: Implement complex constraint optimization for furniture placement, clearance requirements, and accessibility standards
  • Computer Vision for Space Analysis: Process room scans, floor plans, and measurements to understand spatial constraints and opportunities
  • 3D Asset Population: Automatically populate 3D spaces with appropriate furniture, fixtures, and appliances from product catalogs
  • Design Validation: Ensure generated designs meet safety codes, ergonomic standards, and functional requirements
  • Machine Learning for Design Preferences: Build models to understand and predict user design preferences and style choices
  • Multi-constraint Optimization: Balancing aesthetics, functionality, cost, and space utilization
  • Real-time 3D Visualization: Interactive systems for design preview and modification

Required Technical Skills:

Computer Vision & 3D Processing

  • OpenCV
  • Open3D
  • Detectron2/SAM/similar technologies

Machine Learning & Deep Learning

  • PyTorch
  • Hugging Face Transformers
  • LightGBM/XGBoost
  • MLflow
  • Data Management
Requirements:
  • Bachelor's or Master's degree in Computer Science, Machine Learning, Computer Vision, or related field
  • 3+ years of experience in computer vision and machine learning
  • Strong programming skills in Python
  • Experience with constraint programming and optimization problems
  • Proven track record of building rule-based systems for complex decision-making
  • Strong understanding of 3D geometry, spatial relationships, and collision detection
  • Experience with version control (Git) and collaborative development

Preferred Qualifications:

  • PhD in Computer Vision, Machine Learning, or related field
  • Interior Design Background: Formal training or significant experience in interior design, architecture, or space planning
  • Experience with CAD software (AutoCAD, SketchUp, Revit) or 3D design tools
  • Knowledge of kitchen and furniture industry standards and suppliers
  • Experience with cloud platforms (AWS, GCP, Azure) for ML workloads
  • Knowledge of containerization (Docker) and orchestration (Kubernetes)
  • Experience with real-time 3D rendering and visualization
  • Familiarity with furniture/product catalog management systems
  • Experience with generative design algorithms

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