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SPSpAItial

Research Scientist - 3D Diffusion(m/w/x)

München
Full-timeOn-site
AI/ML
Data Science

Pioneering 3D diffusion models for generative AI and computer vision. PhD in CS, CV, graphics, ML, or related field required. Work on world models with physics and geometry understanding.

Requirements

  • PhD in computer science, computer vision, graphics, machine learning, or related field
  • Top-tier publication record at CVPR, ECCV/ICCV, NeurIPS, and SIGGRAPH
  • Strong deep learning and generative modeling fundamentals
  • Expertise in diffusion models and large transformer models
  • Hands-on training diffusion models experience
  • Experience with image and video model stacks
  • Solid understanding of 3D processing concepts
  • Proficiency in Python
  • Proficiency in deep learning frameworks like PyTorch
  • Experience in large-scale model training and optimization
  • Ability to implement research ideas
  • Ability to run rigorous experiments
  • Ability to ship reliable ML code

Tasks

  • Lead research on 3D diffusion models
  • Design diffusion-based methods for 3D generation
  • Build 3D diffusion models
  • Train 3D diffusion models
  • Optimize 3D diffusion models
  • Evaluate 3D diffusion models
  • Research diffusion model architectures
  • Research diffusion model losses
  • Research diffusion model sampling strategies
  • Adapt image diffusion backbones to 3D
  • Adapt video diffusion backbones to 3D
  • Implement 3D point cloud representations
  • Implement 3D mesh representations
  • Implement 3D Gaussian Splatting
  • Develop training pipelines
  • Develop loss functions for geometry accuracy
  • Develop loss functions for visual fidelity
  • Develop loss functions for spatiotemporal consistency
  • Integrate physics-aware priors into diffusion systems
  • Integrate world model capabilities into diffusion systems
  • Analyze model performance
  • Debug model failure cases
  • Iterate to improve model quality
  • Iterate to improve model robustness

Education

  • Doctoral / PhD

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Python
  • PyTorch
  • Stable Diffusion
  • FLUX
  • WAN
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