Research

Deepfake detection in images, audio and video (Project "DETM3OP")

CSAM (child sexual abuse material) detection (Project "APAKT")

1. CSAM detection in images
2. Low-level circular action detection in video
3. Human action and -interaction classification in video
4. Speaker classification (age, emotion) in audio signals

Video surveillance systems (Project "BIOWIZ")

Robotic agents

1. Multi-agent systems (Project "SwarmItFix")
   Multi-agent action planning.

2. Robot vision
   Autonomous navigation - obstacle avoidance
   3D environment map generation
   Integrated color- and depth-image segmentation
3. Robot vision framework (Project "RobRex")
   

HCI (Human-computer interface)

1. Hand pose and gesture recognition
   

2. The recognition of hand-holded objects
   

Pattern recognition. Image analysis

1. Pattern features (ICA, PCA)
   
2. Steganography/watermarking for image authentication in ICAO travel documents (Project "BioPKI")
   
3. Pattern recognition framework
   

Traffic scene video and ITS (intelligent transportation systems)

1. ITS architecture

   

2. Image analysis of traffic scenes

   

3. Image analysis for driver assistance

   

Speech analysis

1. Speech recognition

   

   

2. Auditory scene analysis

   

Adaptive methods of signal mixture analysis

1. Blind source extraction and deconvolution
2. Blind source separation (BSS) Fundamental research in ICA (independent component analysis) and blind separation of sources (BSS) at RIKEN (prof. Andrzej Cichocki)