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TechnicToms/README.md

Hi, I'm Tom Sander ๐Ÿ‘‹

Ph.D. Student in Computer Vision & Machine Learning at TU Dortmund University, focusing on multimodal learning in planetary science. I build deep learning systems that make sense of remote sensing data from the Moon and beyond.

๐Ÿ”ญ What I work on

  • Deep learning for planetary remote sensing, including detecting Apollo landing sites and analyzing lunar swirls from multimodal satellite data
  • Multimodal learning that combines heterogeneous data sources into unified models
  • Classical and modern optimization, from saliency algorithms to custom PyTorch implementations

๐Ÿ“Œ Featured projects

Project Description
lunar-technosignatures Deep learning approach to detecting Apollo landing sites on the lunar surface, with an accompanying research paper
multimodal-lunar-swirls Investigating lunar swirls by modeling relationships between different remote sensing modalities
simple-levenberg-marquardt-torch A clean PyTorch implementation of the Levenberg-Marquardt optimization algorithm
saliency A collection of saliency map algorithms, including Itti's method

๐Ÿ› ๏ธ Tech stack

Python PyTorch NumPy OpenCV Linux Git

๐Ÿ“ซ Get in touch


Tom's GitHub stats

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  1. lunar-technosignatures lunar-technosignatures Public

    Repository for corresponding paper: Lunar Technosignatures: A Deep Learning Approach to Detectiong Apollo Landing Sites on the Lunar Surface

    Python 1

  2. multimodal-lunar-swirls multimodal-lunar-swirls Public

    This project investigates the enigmatic lunar swirls by analyzing the complex relationships between different types of remote sensing data. The core of the research is to understand how a sophisticโ€ฆ

    Python

  3. simple-levenberg-marquardt-torch simple-levenberg-marquardt-torch Public

    A simple implementation of the Levenberg-Marquardt algorithm in PyTorch

    Python 4

  4. saliency saliency Public

    A github repository containing various algorithms that generate saliency maps from images (Itti's Method ...).

    Python 1

  5. arunoruto/durst arunoruto/durst Public

    Python Registry for Organized Softdrink Transactions

    Python 1

  6. AstroFetch AstroFetch Public

    ML-ready planetary science data for PyTorch, starting with the Moon.

    Python