Senior Algorithm Engineer (Computer Vision & Spatial Geometry)

stermedia.ai; Polska; Remoto; PLN 223.000 - 301.000; Tempo pieno

Vantaggi offerti da questo lavoro

Remote work possibility

Flexible working hours

Annual self-development budget

Personal branding opportunities

Multisport card

LuxMed healthcare package

Descrizione del lavoro

ster-media.ai is seeking a Senior Algorithm Engineer to design and implement the core algorithmic engine for an advanced automated analysis and digitization system. The role focuses on vectorization, reconstruction, topology and OCR integration to deliver precise 3D models from degraded input data.

You will optimize critical components, employ parallelism and GPU acceleration, and collaborate closely with a Polish‑speaking team on difficult computational geometry and vision tasks.

Competenze

• Expert-level Python with a strong focus on algorithmic engineering and performance profiling.
• Computational Geometry: vector operations, graph processing, topology reconstruction, spatial transformations.
• Advanced Computer Vision: OpenCV experience (LSD, Hough transforms, morphology, image restoration).
• High-Performance Computing: vectorization and parallelism.
• Advanced NumPy vectorization and performance tools (Numba, Cython, CuPy).
• Strong algorithmic mindset: design of custom solutions when ML/CV lacks precision or speed.
• Polish language proficiency required for Polish technical docs.

Mansioni

• Design and implement the core algorithmic engine of the system.
• Vectorization and reconstruction from noisy inputs, ensuring robustness.
• Build topology engines to infer spatial relationships and contours.
• Develop spatial heuristics to validate 2D/3D models and enforce consistency.
• Design contextual OCR pipelines to extract dimensions and parameters, integrated with geometry.
• Profile, optimize and accelerate critical components using vectorization, parallelism, and GPU tech.

Descrizione del lavoro

About the Project

We are developing an advanced system for automated analysis and digitization of engineering documentation. Our goal is to transform unstructured visual data (rasters, scans, low-quality PDFs, and plan photographs) into precise, parametric 3D models.

The project combines challenges in computer vision, computational geometry, and high-performance data processing, with a strong focus on pixel- and millimeter-level accuracy.

Role Overview

We are looking for a Senior Algorithm Engineer who will design and implement the core algorithmic engine of the system.

Vectorization & Reconstruction

• Design and optimize algorithms for edge and vertex reconstruction from noisy visual inputs (scans, images, low-quality PDFs).
• Handle imperfect, degraded, or ambiguous source data with high robustness.

Topology Engine

• Build graph-based engines to interpret spatial relationships between detected elements.
• Automatically infer topology and close geometric contours.

Spatial Heuristics

• Implement domain-specific rule systems and heuristics to validate logical and geometric correctness of generated 2D and 3D models.
• Enforce consistency constraints at the spatial and topological level.

Contextual OCR

• Design pipelines for extracting textual data (dimensions, technical parameters).
• Integrate extracted information directly with geometric and spatial models.

Performance Engineering

• Optimize critical system components for computational complexity and throughput.
• Profile and eliminate performance bottlenecks.
• Use vectorization, parallel computation, and GPU acceleration where applicable.

Primary qualifications:

• Expert-level Python, with a strong focus on algorithmic engineering and performance profiling.
• Computational Geometry: vector operations, graph processing, topology reconstruction, spatial transformations.
• Advanced Computer Vision: practical experience with OpenCV (LSD, Hough transforms, morphological operations, image restoration).
• High-Performance Computing:
• Advanced NumPy vectorization
• Performance tools such as Numba, Cython, or CuPy
• Strong algorithmic mindset: ability to design custom solutions where standard ML/CV approaches fail on precision or speed.
• Polish language proficiency (required) – ability to work with Polish technical documentation and communicate in Polish.

It is great if you have:

• Experience working with technical documentation, CAD formats, or GIS systems.
• Knowledge of mathematical optimization methods or fuzzy logic.
• Experience scaling image processing pipelines on cloud infrastructure.
• Experience in Langchain and Agentic Development

Salary

20 000 - 27 000 PLN + VAT (B2B)

We offer you:

• Working with modern machine learning and 3D processing technologies.
• Annual self-development budget.
• Participation in a variety of innovative, challenging projects.
• Internal workshops and knowledge-sharing sessions.
• Personal branding opportunities (articles, conference speaking, leading workshops).
• Flexible working hours.
• Remote work possibility.
• Friendly atmosphere and supportive team environment.
• Chillout room / free beverages / team & company events (for on-site visits).
• MultiSport card.
• LuxMed healthcare package.