PhenoSelect: Training a Neural Network Because I Refuse to Click on 100,000 Leaves

An introduction to PhenoSelect, an open-source deep learning pipeline designed to automate leaf segmentation and trait classification in High-Throughput Plant Phenotyping (HTPP). Built on the YOLOv11 framework , this tool processes RGB-NIR and hyperspectral imagery to extract quantitative leaf-level data.
How to Image a Whole Apple

A deep dive into the process of building a custom hardware and software solution to overcome the complex challenges of 3D object imaging.
Beyond the Naked Eye OR Why More Data Isn’t Always Better

An exploration into how hyperspectral imaging and machine learning can be used to see the invisible and quantify surface defects on apples.
Introduction to Modeling

Modeling is a powerful tool for bioscientists to understand complex systems. This introduction explains the core concepts and shows how simple rules can create complex, life-like emergent behaviors.
A Simple Simulation Webapp

Virtual Ecosystem Simulation More explanation about this Webapp, its working, mathematical backend, and an explanation what models in general are, can be found here. Manuals: Level 1: Basic Simulation (Getting Started) This level is about observing the core dynamics of the ecosystem without changing any rules. Goal: Watch the classic predator-prey population cycle emerge. Open […]
Gym Occupancy Planner

If you’re trying to find the best time for your workouts at the Bongerd gym (WUR), considering both low occupancy and your own schedule, I’ve developed a simple online tool that might help. It’s designed to identify those quieter periods that align with your availability, so you can better focus on your training. You can use it to see when your ideal gym time might be.
Expanding the Pipeline: Incorporating Canopy Height and Canopy Temperature

This blog post explores how to expand a drone-based pipeline for crop analysis. By incorporating height and thermal data, along with canopy coverage, a more comprehensive understanding of crop health and growth can be achieved.
Teardown and Battery-Swap of a Oral-B Pulsonic Slim Clean 2000 Toothbrush

This guide provides clear instructions for replacing your electric toothbrush battery yourself.
From Drone Images to Insights: Using Neural Networks for Canopy Coverage Detection and Measurement

This blog explores the development of a complete workflow—from drone images to accurate canopy coverage—using accessible tools and AI-driven techniques.
The Power of small Micro-Electronics Projects

The Power of small Micro-Electronics Projects A Blog Post This anecdote demonstrates the power of small micro-electronics projects. With a small investment in time and money, I was able to solve a problem that was time-consuming and anoying. All Blog Posts The Problem: Leaking irrigation pipes and therefore unprecise water meter readings. (1) The Problem: […]