Development of an application to visualize and process signed distance fields and meshes in C++, OpenGL, CUDA and CGAL with PyTorch and Flask
Proof-of-concept development of particle swarm optimization for 2D and 3D curve reconstruction in C++ with visualizations in Python; published as SwarmCurves: Evolutionary Curve Reconstruction
Development of a neural network architecture for 2D curve reconstruction using inception blocks in Python and TensorFlow; published as InceptCurves: curve reconstruction using an inception network
Management of a Bachelor project for encoding LEGO pieces with a neural network and editing the encoding in real time using Python, TensorFlow, C++ and OpenGL; published as LatEd: A Geometric Latent Vector Editor
Management of a Bachelor project for 2D curve reconstruction using a genetic algorithm in Python and implementation of common Blender mesh operations in C++ to reconstruct 3D meshes; published as Genetic Subdivision Curve and Surface Reconstruction
Development of a neural network architecture for 2D curve reconstruction using a U-Net based architecture in Python; published in 2D B-spline Curve Reconstruction using Convolutional Auto-Encoders and Distance Fields
Management of the implementation of an assignment testing system for geometry processing using C++, GTest and Redis as backend and Python with Flask and TypeScript as frontend
Development of a 3D machine learning dataset generation tool simulating a design process using Blender mesh operations in C++ and CUDA
Team size: 2-3 people
I am an experienced freelancer and researcher with a strong focus on geometry processing and neural network development. My work spans diverse tools and technologies, ranging from C++ and OpenGL to TensorFlow and CUDA, showcasing my ability to implement innovative features in software and research projects alike. Further, I develop usable and modern websites as a Fullstack developer.
I deliver value by solving complex challenges through adaptable coding skills and creative technical solutions. I consistently prove my ability to lead small teams in both academic and industry environments, contributing to cutting-edge advancements in rendering, curve reconstruction, and real-time graphics.
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