Universität zu LübeckThesis System

Real-time Face Tracking with PTZ Camera and RGB-D Camera

Bachelor / Master
ai
robotics
Robotik
sensors

Motivation

In incidents involving a mass accumulation of victims — such as natural disasters — human rescue personnel are a scarce resource, and rescuers may put themselves at risk when reaching victims in hazardous environments, such as partially collapsed buildings. As a result, victims may not receive help in time. Rescue robotics aims to close this gap by supporting human responders: robots can be deployed in larger numbers and, unlike humans, replaced if damaged, without risking additional lives. One-way mobile robots can help is by locating victims and assessing their condition in the field, so that help can be directed efficiently and risk to on-site rescuers minimized.

Today, several vital signs can already be measured contactless: heart rate via remote photoplethysmography (skin-reflection changes, primarily on the face) and consciousness level via the upper end of the Glasgow Coma Scale, which requires detecting blinks and eye openness. Both measurements depend on a clear, unobstructed view of the face — but how close a robot can approach a victim is limited by the physical dimensions of the robot and the surroundings (e.g., rubble). As a result, in many real-world scenarios the victim’s face is too far away or at too extreme an angle for reliable measurement.

Objective

The goal of this thesis/project is to build a system that automatically pans, tilts, and zooms a camera onto a human face, using an RGB-D camera (Intel RealSense) as the reference sensor. Concretely, the work involves:

  • Selecting or building a pan-tilt-zoom (PTZ) camera.
  • Spatially calibrating the PTZ camera into the coordinate frame of the RGB-D camera.
  • Detecting and tracking a face in real time and using the calibration to continuously steer the PTZ camera so the face remains centered and in focus in its video feed.

The final system should demonstrably improve the range and reliability at which facial vital-sign measurements can be taken, compared to using the RGB-D camera’s own (fixed, non-zooming) image.

Required Skills

  • Knowledge in programming (python, C++ or C)
  • Basic Understanding of ROS2
  • Understanding in robotics and image processing
  • Understanding of CAD design with programs like Solidworks
  • Interest in hardware design in general

Language

  • German or English

The scope of the project may be adjusted depending on whether it is undertaken as a bachelor’s thesis or a project. Interested individuals are encouraged to reach out for further information.

Related Thesis Topics

Mapping the European AI HLEG Trustworthiness Framework to Formal Methods

FPGA‑Based Quantum‑Computer Simulator with a Web‑Based Design‑Run‑Analyse Front‑End

AI‑Enhanced Formal‑Methods‑as‑a‑Service: Designing, Implementing, and Evaluating an MCP‑Based Backend that Powers a VS Code Copilot Extension for Automated Program Analysis and Verification.

— The explanatory text is provided here in English only. However, the thesis may also be written in German. — Context & Motivation As the demand for care robotics grows, the ability of robots to safely and intelligently assist humans with Activities of Daily Living (ADLs) is becoming crucial. Preparing a cup of tea is […]

This project aims to develop a machine learning model capable of reconstructing a 3D volume using the ultrasound images of a forearm, tracked probe data, and the calibration matrix as inputs. The model should be able to compensate for inaccuracies in the calibration matrix, thereby improving the accuracy of the reconstructed 3D volume. What you […]

Redirecting Clang’s MCDC Coverage Instrumentation to ARM CoreSight: A High‑Performance, Hardware‑Backed Coverage Collection Framework

Die Freilandhaltung von Legehennen gewinnt aus Gründen des Tierwohls und der Verbrauchernachfrage zunehmend an Bedeutung, setzt die Tiere im Auslauf jedoch Greifvögeln wie Habicht, Bussard und Milan aus. Neben den unmittelbar gerissenen Tieren entstehen erhebliche indirekte Schäden: Panik in der Herde, Verletzungen, Leistungseinbrüche und eine dauerhaft reduzierte Nutzung des Auslaufs. Da Greifvögel geschützt sind, muss […]

Maintenance of electric fences is essential to keep animals secure in pasture fields. For any automatic maintenance procedure, the location of the fence needs to be known. Techniques like GNSS or visual detection come with drawbacks that make them unapplicable for the real application, as the accuracy and reliablity are not high enough to precisely […]

In conventional ultrasound imaging, the probe must be pressed against the potentially fractured region of the forearm, which can be extremely painful for young patients. This project aims at the development of a contactless robot-assisted ultrasound scanning system to improve diagnostic outcomes and reduce patient discomfort during fracture detection procedures. To accurately scan the target […]

— The explanatory text is provided here in English only. However, the thesis may also be written in German. — Context & Motivation The goal of the thesis will be to develop a Human-Aware agent in the Cooperative Cuisine environment Inspired by the multiplayer video game Overcooked, the environment tasks players with controlling chefs who […]