Christoph Heindl, Thomas Pönitz, A. Pichler, Josef Scharinger,
"Large Area 3D Human Pose Detection Via Stereo Reconstruction in Panoramic Cameras"
: Proceedings of the OAGM Workshop 2018 -- Medical Image Analysis, Seite(n) 103-110, 5-2018
Original Titel:
Large Area 3D Human Pose Detection Via Stereo Reconstruction in Panoramic Cameras
Sprache des Titels:
Englisch
Original Buchtitel:
Proceedings of the OAGM Workshop 2018 -- Medical Image Analysis
Original Kurzfassung:
We propose a novel 3D human pose detector using
two panoramic cameras. We show that transforming fisheye
perspectives to rectilinear views allows a direct application of
two-dimensional deep-learning pose estimation methods, without
the explicit need for a costly re-training step to compensate
for fisheye image distortions. By utilizing panoramic cameras,
our method is capable of accurately estimating human poses
over a large field of view. This renders our method suitable for
ergonomic analyses and other pose based assessments.