Doktorandské kolokvium KAI - Dana Škorvánková (30.10.2023)

v pondelok 30.10.2023 o 13:10 hod. v miestnosti I/9

25. 10. 2023 15.30 hod.
Od: Damas Gruska

Prednášajúci: Dana Škorvánková

Názov: Towards Automatic Human Measurements and Pose Extraction

Termín: 30.10.2023, 13:10 hod., I/9

The estimation of human body pose and its measurements is an emerging problem that drives attention in many research areas. An automatic and accurate approach to address the problem is crucial in many fields of computer vision-oriented industry. Our research targets multiple human body analysis-related tasks, including pose estimation, pose tracking, and anthropometric body measurements estimation. Similarly to other research fields, deep learning methods proved to outperform analytical strategies. We also examine various types of visual input data, including three-dimensional point clouds. Since obtaining a large-scale database of real annotated training data is time-consuming and non-effective, we propose to substitute or augment the training process with synthetically generated human body data. We will report main challenges within each of the stated tasks, along with our proposed approaches to address them, and include the already published parts of our research.