Addressing Occlusions in Upper Limb Kinematic Reconstruction

In this paper, we propose a new approach for human motion reconstruction based on Gaussian Mixture Probability Hypothesis Density (GM-PHD) Filter applied to human joint positions extracted from RGB-D camera. The results demonstrate that our approach outperforms the standard Kinect solution in occlusion scenarios and can be applied in robotics field. To evaluate the applicability of the approach, we employ it as interface to remotely control a drone.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-10-25
DOI
https://doi.org/10.5281/zenodo.14731081
Primary Topic
Human Pose and Action Recognition
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Addressing Occlusions in Upper Limb Kinematic Reconstruction

Zenodo (CERN European Organization for Nuclear Research)
Human Pose and Action Recognition
article

Addressing Occlusions in Upper Limb Kinematic Reconstruction

article en

Abstract

In this paper, we propose a new approach for human motion reconstruction based on Gaussian Mixture Probability Hypothesis Density (GM-PHD) Filter applied to human joint positions extracted from RGB-D camera. The results demonstrate that our approach outperforms the standard Kinect solution in occlusion scenarios and can be applied in robotics field. To evaluate the applicability of the approach, we employ it as interface to remotely control a drone.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 67%
Human Pose and Action Recognition
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Addressing Occlusions in Upper Limb Kinematic Reconstruction · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS