Face Clustering

This lecture overviews Face Clustering that has many applications in Human-centered Computing, Image and Video Analysis and Social Media Analytics. It covers the following topics in detail: Facial image similarities. Similarity graphs. N-cut clustering. Applications.

Face Recognition

This lecture overviews that has many applications in Human-centered Computing, Image and Video Analysis, Surveillance and Social Media Analytics. It covers the following topics in detail: Face recognition/identification. Face verification. Performance evaluation. Traditional face recognition methods (subspace, EGM).  DNN face recognition. Facial label propagation.

Crowd Detection and Analysis

This lecture overviews Crowd Detection and Analysis that has many applications in Human-centered Computing, Image and Video Analysis and Smart City applications and surveillance. It covers the following topics in detail: Pedestrian Detection. Crowd Detection. Crowd Counting/Density. Crowd Tracking. Crowd Behavior Analysis.

Face and Object De-detection

This lecture overviews Face and Object De-detection that has many applications in Human-centered Computing and privacy protection in Social or Broadcasted Media. It covers the following topics in detail: Object detection and de-detection definitions. Adversarial Attacks: Threat Model, Perturbation, Attack Methods, Attack Scenarios, Defense Methods, Benchmarking. Face Detection Obfuscation.

Face Detection

This lecture overviews Face Detection that has many applications in Human-centered Computing, Image and Video Analysis and Social Media Analytics. It covers the following topics in detail: Face Detection definition: Regression and Classification. Face detection metrics. DNN face detection.

Introduction to Human Centered Computing

This lecture overviews Human Centered Computing that has many applications in Human-Computer Interfaces, Data Analytics and Social Media Analytics. It covers the following topics in detail: Semantic Video Content Analysis.

Face-related analysis: Face/object detection and tracking. Multiview human detection. Face detection obfuscation. Face recognition. Face clustering. Label propagation on videos. Face De-identification. 3D face reconstruction. Facial expression recognition. Facial feature detection. Visual speech detection. Shot type characterization.

Body related analysis: Human body posture and pose estimation. Activity/gesture recognition. Athlete Motion Analysis. Soccer Video Analysis. Semantic video content description/annotation.