Search Results - "Zwölfer, Michael"

A graph-based approach can improve keypoint detection of complex poses: a proof-of-concept on injury occurrences in alpine ski racing by Zwölfer, Michael, Heinrich, Dieter, Wandt, Bastian, Rhodin, Helge, Spörri, Jörg, Nachbauer, Werner

“…For most applications, 2D keypoint detection works well and offers a simple and fast tool to analyse human movements. However, there remain many situations…”
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Integration of a skier-specific keypoint detection model in a hybrid 3D motion capture pipeline by Zwölfer, Michael, Mössner, Martin, Rhodin, Helge, Nachbauer, Werner, Heinrich, Dieter

“…Introduction & Purpose Alpine skiing, like many outdoor sports, presents significant challenges for motion capture due to its large capture volumes, high…”
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Deep learning-based 2D keypoint detection in alpine ski racing – A performance analysis of state-of-the-art algorithms applied to regular skiing and injury situations by Zwölfer, Michael, Heinrich, Dieter, Schindelwig, Kurt, Wandt, Bastian, Rhodin, Helge, Spörri, Jörg, Nachbauer, Werner

“…Objectives In this study, we examined the practicability of deep learning-based 2D keypoint detection applied to regular skiing and injury situations (i.e.,…”
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Improved 2D Keypoint Detection in Out-of-Balance and Fall Situations -- combining input rotations and a kinematic model by Zwölfer, Michael, Heinrich, Dieter, Schindelwig, Kurt, Wandt, Bastian, Rhodin, Helge, Spoerri, Joerg, Nachbauer, Werner

“…Injury analysis may be one of the most beneficial applications of deep learning based human pose estimation. To facilitate further research on this topic, we…”
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