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Collins-67/README.md

Hi, I'm Collins 👋

I am an MSc graduate in Geoinformation Science and Earth Observation at the University of Twente (ITC) and Lund University, worked at the intersection of UAV imaging, deep-learning segmentation, and applied Earth Observation for agriculture.


🔬 Currently / Few months ago

  • Completed my MSc thesis on UAV-based crop mapping and fractional vegetation estimation in smallholder landscapes of Mozambique, using a Segformer transformer architecture.
  • Worked as a Geospatial Intern at Ramani B.V. (The Netherlands), validated Earth Observation implementations of Verra's VM0047 methodology for nature-based carbon removal and contributed to AI-driven agricultural advisory systems.

🌾 Research interests

  • UAV and deep-learning phenotyping for crop and disease monitoring
  • Earth Observation at scale (Sentinel, Landsat, MODIS)
  • Agricultural AI and decision-support systems for growers and breeders
  • Spatial statistics and validation of remote-sensing products
  • Climate-smart agriculture

🛠️ Tools I work with

Languages & ML: Python (PyTorch, scikit-learn, geopandas, xarray), MATLAB Geospatial: Google Earth Engine, ArcGIS, QGIS, PIX4D, TIMESAT Deep learning: Segformer and related transformer architectures, semantic segmentation Statistics: Theil–Sen, Mann–Kendall, trend analysis, accuracy assessment Process-based simulation modelling: LPJ-GUESS dynamic vegetation model

📄 Elsewhere


Note: some of my current research code lives in institutional and privately governed repositories. Some of the public repositories here are illustrative of methods and workflows I engage with in that broader work.

Pinned Loading

  1. dpb-ghana-carbondpb-ghana-carbonPublic

    Nature-based carbon removal project using Verra’s VM0047 methodology

    HTML

  2. vegetation-trend-analysisvegetation-trend-analysisPublic

    Non-parametric trend detection on MODIS-like PPI time series (Theil–Sen and Mann–Kendall)

    Jupyter Notebook

  3. uav-crop-mapping-mozambiqueuav-crop-mapping-mozambiquePublic

    SegFormer-based crop type mapping and FCover estimation from UAV imagery in smallholder landscapes of Mozambique. MSc Thesis — ITC, University of Twente, 2026.

    Jupyter Notebook