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A Novel Local-Global Feature Fusion Framework for Body-Weight Exercise Recognition with Pressure Mapping Sensors
We present a novel local-global feature fusion framework for body-weight exercise recognition with floor-based dynamic pressure maps. …
Davinder Pal Singh
,
Lala Shakti Swarup Ray
,
Bo Zhou
,
Dr. Sungho Suh
,
Prof. Dr. rer. nat. Paul (Pawel) Lukowicz
PDF
DOI
TaylorShift: Shifting the Complexity of Self-Attention from Squared to Linear (and Back) using Taylor-Softmax
The quadratic complexity of the attention mechanism represents one of the biggest hurdles for processing long sequences using …
Tobias Christian Nauen
,
Sebastian Palacio
,
Prof. Dr. Prof. h.c. Andreas Dengel
PDF
DOI
ShapeAug: Occlusion Augmentation for Event Camera Data
Recently, Dynamic Vision Sensors (DVSs) sparked a lot of interest due to their inherent advantages over conventional RGB cameras. These …
MSc. Katharina Bendig
,
René Schuster
,
Prof. Dr. Didier Stricker
PDF
DOI
Federated Ensemble YOLOv5 – A Better Generalized Object Detection Algorithm
Federated learning (FL) has gained significant traction as a privacy-preserving algorithm, but the underlying resemblances of federated …
Vinit Hegiste
,
MSc. Tatjana Legler
,
Prof. Dr.-Ing. Martin Ruskowski
PDF
DOI
Two-stage Early Prediction Framework of Remaining Useful Life for Lithium-ion Batteries
Early prediction of remaining useful life (RUL) is crucial for effective battery management across various industries, ranging from …
Dhruv Aditya Mittal
,
Hymalai Bello
,
Bo Zhou
,
Mayank Shekhar Jha
,
Dr. Sungho Suh
,
Prof. Dr. rer. nat. Paul (Pawel) Lukowicz
PDF
DOI
DWA: Differential Wavelet Amplifier for Image Super-Resolution
This work introduces Differential Wavelet Amplifier (DWA), a drop-in module for wavelet-based image Super-Resolution (SR). DWA …
Brian B Moser
,
Stanislav Frolov
,
Dr. Federico Raue
,
Sebastian Palacio
,
Prof. Dr. Prof. h.c. Andreas Dengel
PDF
DOI
Sensor data augmentation from skeleton pose sequences for improving human activity recognition
The proliferation of deep learning has significantly advanced various fields, yet Human Activity Recognition (HAR) has not fully …
Parham Zolfaghari
,
Dr. Vitor Fortes Rey
,
Lala Ray
,
Hyun Kim
,
Dr. Sungho Suh
,
Prof. Dr. rer. nat. Paul (Pawel) Lukowicz
PDF
DOI
Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category Discovery
Recent advances in deep learning have significantly improved the performance of various computer vision applications. However, …
Hyungmin Kim
,
Dr. Sungho Suh
,
Daehwan Kim
,
Daun Jeong
,
Hansang Cho
,
Junmo Kim
PDF
DOI
ClothFit: Cloth-Human-Attribute Guided Virtual Try-On Network Using 3D Simulated Dataset
Online clothing shopping has become increasingly popular, but the high rate of returns due to size and fit issues has remained a major …
Yunmin Cho
,
Lala Shakti Swarup Ray
,
Kundan Sai Prabhu Thota
,
Dr. Sungho Suh
,
Prof. Dr. rer. nat. Paul (Pawel) Lukowicz
PDF
DOI
Difficulty Estimation With Action Scores for Computer Vision Tasks
As more machine learning models are now being applied in real world scenarios it has become crucial to evaluate their difficulties and …
Octavio Arriaga
,
Sebastian Palacio
,
Matias Valdenegro-Toro
PDF
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