projects

Advanced Computer Vision for Accurate Position Estimation

Explore how we achieved groundbreaking improvements in inside-out positioning with computer vision technologies at Fraunhofer IIS in 2018, significantly enhancing image processing and simplifying CNN architectures for unparalleled accuracy.

Innovative Multi-Sensor Data Acquisition Platform for Autonomous Systems

Discover how we revolutionized pedestrian detection in autonomous systems by integrating LIDAR, RADAR, and camera technologies on a budget-friendly platform, featuring real-time object detection and tracking capabilities.

Human Eye-Gaze Tracking Using Webcam Technology

In 2020, I spearheaded a groundbreaking project on human eye-gaze tracking using webcam technology. This method, leveraging advanced appearance-based techniques, revolutionized how we predict gaze directions with impressive accuracy, setting new standards in digital accessibility.

Revolutionizing Position Estimation with CNN and Radio Signal Analysis

Discover how our CNN-based approach to radio signal analysis outperforms traditional methods in complex multipath scenarios, showcasing machine learning's potential to revolutionize high-precision positioning.

Enhancing Data Encoding with Stacked AutoEncoders (SAEs)

Dive into our 2015 project on Stacked AutoEncoders (SAEs), a pioneering approach in deep learning for efficient data encoding, inspired by advancements in neural network-based instrument extraction from music. Discover how SAEs optimize encoding processes and structure through unique training methodologies.

Innovations in Video and Image Content Understanding for Social Media Platforms

In 2019, we pioneered advanced content moderation technologies, utilizing Yolov3 and darknet for real-time object detection and addressing challenges in video-action detection, speech transcription, and automatic text summarization to enhance user experience and ad targeting on social platforms.