17 citations · 29 across the 11 of their papers we have counts for
12 papers
Towards Egocentric 3D Hand Pose Estimation in Unseen Domains
Wiktor Mucha, Michael Wray, Martin Kampel
We present V-HPOT, a novel approach for improving the cross-domain performance of 3D hand pose estimation from egocentric images across diverse, unseen domains. State-of-the-art me…
DATTA: Domain-Adversarial Test-Time Adaptation for Cross-Domain WiFi-Based Human Activity Recognition
Julian Strohmayer, Rafael Sterzinger, Matthias Wödlinger +1
Cross-domain generalization is an open problem in WiFi-based sensing due to variations in environments, devices, and subjects, causing domain shifts in channel state information. T…
WiFlexFormer: Efficient WiFi-Based Person-Centric Sensing
Julian Strohmayer, Matthias Wödlinger, Martin Kampel
We propose WiFlexFormer, a highly efficient Transformer-based architecture designed for WiFi Channel State Information (CSI)-based person-centric sensing. We benchmark WiFlexFormer…
FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration Detection
Simon Gutwein, Martin Kampel, Sabine Taschner-Mandl +1
Detecting genetic aberrations is crucial in cancer diagnosis, typically through fluorescence in situ hybridization (FISH). However, existing FISH image classification methods face…
REST-HANDS: Rehabilitation with Egocentric Vision Using Smartglasses for Treatment of Hands after Surviving Stroke
Wiktor Mucha, Kentaro Tanaka, Martin Kampel
Stroke represents the third cause of death and disability worldwide, and is recognised as a significant global health problem. A major challenge for stroke survivors is persistent…
SPiKE: 3D Human Pose from Point Cloud Sequences
Irene Ballester, Ondřej Peterka, Martin Kampel
3D Human Pose Estimation (HPE) is the task of locating keypoints of the human body in 3D space from 2D or 3D representations such as RGB images, depth maps or point clouds. Current…
SHARP: Segmentation of Hands and Arms by Range using Pseudo-Depth for Enhanced Egocentric 3D Hand Pose Estimation and Action Recognition
Wiktor Mucha, Michael Wray, Martin Kampel
Hand pose represents key information for action recognition in the egocentric perspective, where the user is interacting with objects. We propose to improve egocentric 3D hand pose…
In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition
Wiktor Mucha, Martin Kampel
Action recognition is essential for egocentric video understanding, allowing automatic and continuous monitoring of Activities of Daily Living (ADLs) without user effort. Existing…
Closing the Gap in Human Behavior Analysis: A Pipeline for Synthesizing Trimodal Data
Christian Stippel, Thomas Heitzinger, Rafael Sterzinger +1
In pervasive machine learning, especially in Human Behavior Analysis (HBA), RGB has been the primary modality due to its accessibility and richness of information. However, linked…
Through-Wall Imaging based on WiFi Channel State Information
Julian Strohmayer, Rafael Sterzinger, Christian Stippel +1
This work presents a seminal approach for synthesizing images from WiFi Channel State Information (CSI) in through-wall scenarios. Leveraging the strengths of WiFi, such as cost-ef…
Directional Antenna Systems for Long-Range Through-Wall Human Activity Recognition
Julian Strohmayer, Martin Kampel
WiFi Channel State Information (CSI)-based human activity recognition (HAR) enables contactless, long-range sensing in spatially constrained environments while preserving visual pr…
Data Augmentation Techniques for Cross-Domain WiFi CSI-based Human Activity Recognition
Julian Strohmayer, Martin Kampel
The recognition of human activities based on WiFi Channel State Information (CSI) enables contactless and visual privacy-preserving sensing in indoor environments. However, poor mo…