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[HTML][HTML] Deep 3D human pose estimation: A review
Abstract Three-dimensional (3D) human pose estimation involves estimating the articulated
3D joint locations of a human body from an image or video. Due to its widespread …
3D joint locations of a human body from an image or video. Due to its widespread …
[HTML][HTML] Using deep neural networks for kinematic analysis: Challenges and opportunities
NJ Cronin - Journal of Biomechanics, 2021 - Elsevier
Kinematic analysis is often performed in a lab using optical cameras combined with
reflective markers. With the advent of artificial intelligence techniques such as deep neural …
reflective markers. With the advent of artificial intelligence techniques such as deep neural …
Physical inertial poser (pip): Physics-aware real-time human motion tracking from sparse inertial sensors
Motion capture from sparse inertial sensors has shown great potential compared to image-
based approaches since occlusions do not lead to a reduced tracking quality and the …
based approaches since occlusions do not lead to a reduced tracking quality and the …
Exploiting temporal contexts with strided transformer for 3d human pose estimation
Despite the great progress in 3D human pose estimation from videos, it is still an open
problem to take full advantage of a redundant 2D pose sequence to learn representative …
problem to take full advantage of a redundant 2D pose sequence to learn representative …
3d human pose estimation in video with temporal convolutions and semi-supervised training
In this work, we demonstrate that 3D poses in video can be effectively estimated with a fully
convolutional model based on dilated temporal convolutions over 2D keypoints. We also …
convolutional model based on dilated temporal convolutions over 2D keypoints. We also …
Geometric deep learning enables 3D kinematic profiling across species and environments
Comprehensive descriptions of animal behavior require precise three-dimensional (3D)
measurements of whole-body movements. Although two-dimensional approaches can track …
measurements of whole-body movements. Although two-dimensional approaches can track …
Learnable triangulation of human pose
We present two novel solutions for multi-view 3D human pose estimation based on new
learnable triangulation methods that combine 3D information from multiple 2D views. The …
learnable triangulation methods that combine 3D information from multiple 2D views. The …
Cross view fusion for 3d human pose estimation
We present an approach to recover absolute 3D human poses from multi-view images by
incorporating multi-view geometric priors in our model. It consists of two separate steps:(1) …
incorporating multi-view geometric priors in our model. It consists of two separate steps:(1) …
Epipolar transformers
A common approach to localize 3D human joints in a synchronized and calibrated multi-
view setup consists of two-steps:(1) apply a 2D detector separately on each view to localize …
view setup consists of two-steps:(1) apply a 2D detector separately on each view to localize …
Lightweight multi-view 3D pose estimation through camera-disentangled representation
We present a lightweight solution to recover 3D pose from multi-view images captured with
spatially calibrated cameras. Building upon recent advances in interpretable representation …
spatially calibrated cameras. Building upon recent advances in interpretable representation …