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bjoern-braun/README.md

Hi 👋

I am Björn, a PhD candidate at ETH Zurich, specializing in deep learning, computer vision and non-contact physiological sensing. My research focuses on developing novel deep learning models that predict a person's emotions and physiological signals—such as heart rate—from egocentric systems (e.g., Project Aria glasses), videos, and wearable devices.

  • 🔭 Dataset recordings: During the initial phase of my PhD, I focused on recording several multimodal datasets comprising synchronized egocentric and third-person camera recordings along with emotions and physiological signals, such as photoplethysmograms (PPG) and electrodermal activity (EDA).
  • 🤔 Machine learning: Currently, I am developing novel deep learning techniques to estimate these physiological signals from the recorded (egocentric) videos and infer a person's affective state.
  • Future applications: Ultimately, I aim to enhance contextual AI and healthcare approaches with the help of these signals by better understanding a user's behavior and internal state.

Prior to my PhD, I completed a master's degree in Robotics, Systems and Control and a bachelor's degree in Mechanical Engineering, both from ETH Zurich.

Feel free to reach out to me via LinkedIn or check my website for more information and recent publications.

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  1. eth-siplab/egoPPG eth-siplab/egoPPG Public

    Official code for the ICCV 2025 paper "egoPPG: Heart Rate Estimation from Eye Tracking Cameras in Egocentric Systems to Benefit Downstream Vision Tasks".

    Python 7 2

  2. eth-siplab/egoEMOTION eth-siplab/egoEMOTION Public

    Official code for the NeurIPS 2025 paper "egoEMOTION: Egocentric Vision and Physiological Signals for Emotion and Personality Recognition in Real-World Tasks."

    Python 20 2