Search Results for author: Christian Holz

Found 10 papers, 5 papers with code

Ultra Inertial Poser: Scalable Motion Capture and Tracking from Sparse Inertial Sensors and Ultra-Wideband Ranging

1 code implementation30 Apr 2024 Rayan Armani, Changlin Qian, Jiaxi Jiang, Christian Holz

Our method then fuses these inter-sensor distances with the 3D states estimated from each sensor Our graph-based machine learning model processes the 3D states and distances to estimate a person's 3D full body pose and translation.

Pose Estimation

How Suboptimal is Training rPPG Models with Videos and Targets from Different Body Sites?

no code implementations15 Mar 2024 Björn Braun, Daniel McDuff, Christian Holz

Using a recently released unique dataset with synchronized contact PPG and video measurements from both the hand and face, we can provide precise and quantitative answers to this question.

Video-based sympathetic arousal assessment via peripheral blood flow estimation

no code implementations12 Nov 2023 Bjoern Braun, Daniel McDuff, Tadas Baltrusaitis, Christian Holz

We obtain median correlations of 0. 57 to 0. 63 between our inferred signals and the ground truth EDA using only videos of the participants' palms or foreheads or PPG signals from the foreheads or fingers.

Photoplethysmography (PPG)

EgoPoser: Robust Real-Time Ego-Body Pose Estimation in Large Scenes

no code implementations12 Aug 2023 Jiaxi Jiang, Paul Streli, Manuel Meier, Christian Holz

Full-body ego-pose estimation from head and hand poses alone has become an active area of research to power articulate avatar representation on headset-based platforms.

Pose Estimation

BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation

1 code implementation13 Jun 2023 Valentin Bieri, Paul Streli, Berken Utku Demirel, Christian Holz

We present a novel learning-based method that achieves state-of-the-art performance on several heart rate estimation benchmarks extracted from photoplethysmography signals (PPG).

Heart rate estimation Photoplethysmography (PPG) heart rate estimation +1

Restore Anything Pipeline: Segment Anything Meets Image Restoration

1 code implementation22 May 2023 Jiaxi Jiang, Christian Holz

In this paper, we introduce the Restore Anything Pipeline (RAP), a novel interactive and per-object level image restoration approach that incorporates a controllable model to generate different results that users may choose from.

Deblurring Image Deblurring +4

HOOV: Hand Out-Of-View Tracking for Proprioceptive Interaction using Inertial Sensing

no code implementations13 Mar 2023 Paul Streli, Rayan Armani, Yi Fei Cheng, Christian Holz

In this paper, we present HOOV, a wrist-worn sensing method that allows VR users to interact with objects outside their field of view.

AvatarPoser: Articulated Full-Body Pose Tracking from Sparse Motion Sensing

1 code implementation27 Jul 2022 Jiaxi Jiang, Paul Streli, Huajian Qiu, Andreas Fender, Larissa Laich, Patrick Snape, Christian Holz

In this paper, we present AvatarPoser, the first learning-based method that predicts full-body poses in world coordinates using only motion input from the user's head and hands.

Mixed Reality Pose Estimation +1

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