Publicly open past projects

In this project I was a consultant tasked to lead the design of an industrial visual quality control system for detecting defects on concrete tiles. In this project, I contributed in the following areas:

• Project management related activities

• Camera and illumination selection, installation and tunning

• Computer vision and machine learning

  • Automatic quality control based on metrology

  • Machine learning training and deploytment

    • UNET model for segmentation task

    • YOLO model for detection task

In this project I was a consultant tasked to lead the design of a self hosted infrastructure for machine learning operations and I contributed in the following areas of the project:

• Project management related activities

• MLops architecture design and implementation

  • Annotation tool selection

  • Machine learning tracking service selection

  • Model backbone selection

  • Model templates: training, deployment, wrappers

In this project I was a consultant tasked to design and implement computer vision algorithms:

• Point cloud capture and pre-processing

• Point cloud processing for obstacle detection

• Part to CAD registration and metrology

• Point cloud processing for trajectory alignment 

• Automatic quality control based on metrology

In this project I was tasked to collaborate in the hardware design and to develop the augmented reality related algorithms:

• Hardware temperature control

• Hardware latency mitigation (hardware selection)

• EMC certification assistance and power delivery design

• Algorithm design and development for dynamic augmented reality overlays

In this project I was tasked to develop a video processing pipeline able to display ocular surface activity based on the change of color LED reflections.

• Algorithm design and development for dynamic augmented reality overlays

• Data collection and management

• Software and user requirements

In this project I was the project lead and I contributed in the following areas of the project. This project was funded by imec B project.

• Project management related activities

• Image registration

• Image analysis

• Detection of hypo-oxygenation

In this project I was the project lead and I contributed in the project management. This project was funded by Internet of Things (IoT) team of imec-Netherlands. 

• Team alignment

• Schedule management

• Deliverable management

In this project I was tasked to evaluate the quality of images intended for skin cancer diagnostics. This project was funded by IWT O&O, partners: Barco (Kortrijk), UGent, and hospitals in Ghent and Leuven.

• Measurement of ad hoc image quality characteristics

• Image analysis and processing

• Statistical analysis

In this project I was tasked to evaluate image fidelity based on a set of ad hoc characteristics which are defined by the application at hand. For example, 

• Color difference evaluation to eliminate color inconsistencies between views in multi camera broadcasting systems. Evaluation of color differences in natural scene color images

• Measuring contrast ratio changes in interventional x-ray. Content-aware contrast ratio measure for images

In this project I was tasked to evaluate the quality of compressed videos used for telesurgery. 

• Content-aware objective video quality assessment

• Content-aware video/image quality assessment

In this project I was tasked to evaluate multiple texture analysis algorithms within the context of texture wear evaluation. This project was funded by CWO; fellowship between Ghent University, Universidad Antonio Nariño and Universidad Nacional de Colombia; and Ghent University, TELIN-IPI-iMinds. 

• Reviewing, selecting and evaluating features in distinguishing fine changes of global texture