This lecture overviews Mathematical Analysis that has many applications in Computer Vision, Machine Learning and Autonomous Systems. It covers the following topics in detail: 1D/2D/3D functions with applications in signal, image and video processing. Analytical and numerical differentiation of 1D functions. Analytical and numerical integration of 1D functions. Analytical and numerical partial differentiation of 2D/3D/spatiotemporal… Continue reading Mathematical Analysis
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Soccer Video Analysis
This lecture overviews Soccer Video Analysis that has many applications in Human-centered Computing, Image and Video Analysis and Sports Analytics/coaching. It covers the following topics in detail: Playfield Detection. Ball Detection and Tracking. Player Detection and Tracking. Referee Assistance. Tactics Analysis.
Athlete Motion Analysis
This lecture overviews Athlete Motion Analysis that has many applications in Human-centered Computing, Image and Video Analysis and Sports coaching. It covers the following topics in detail: Motion Caption. Body pose. Rigid object motion. Articulated object motion. Motion Analysis in Sports.
Gesture Recognition
This lecture overviews Gesture Recognition that has many applications in Human-Machine Interaction (HMI), Human-Robot Interaction (HRI), Sign Language, Navigation or/and the manipulation in VR environment and Distance learning. It covers the following topics in detail: Hand morphology, Gesture types, Gesture Acquisition Devices, Human-Machine Interaction, Gesture Recognition Datasets, Algorithms of Gesture Recognition (3D CNN-Convolutional Neural Networks,… Continue reading Gesture Recognition
Human Action Recognition
This lecture overviews Human Action Recognition (HAR) that has many applications in semantic video content description, indexing, retrieval, video surveillance and Human – Computer Interaction (HCI). It covers the following topics in detail: Human Action Recognition (HAR) definition and data, Single-view HAR, Multiview HAR 3D HAR Neural HAR, GCN-based HAR and several Human Action Recognition… Continue reading Human Action Recognition
Ηuman Body Posture and Pose Estimation
This lecture overviews Ηuman Body Posture and Pose Estimation that has many applications in Human-centered Computing, Image and Video Analysis and Social Media Analytics. It covers the following topics in detail: Human body models: 2D Skeletons, 3D Skeletons, MPEG-4 models. 2D human body posture estimation. 3D human body posture estimation. 2D Human body pose estimation. 3D Human body pose estimation. Facial… Continue reading Ηuman Body Posture and Pose Estimation