Fabian Berns

Publications10
h-index2
Citations27
Highly Influential Citations4
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V3C1 Dataset: An Evaluation of Content Characteristics
TLDR
In this work we analyze content statistics of the V3C1 dataset, which is the first partition of theVimeo Creative Commons Collection (V3C). Expand
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  • 4
lifeXplore at the Lifelog Search Challenge 2019
TLDR
We present our improved lifeXplore system for the second iteration of the Lifelogging Search Challenge (LSC) in Yokohama, Japan. Expand
  • 11
The V3C1 Dataset: Advancing the State of the Art in Video Retrieval
  • 1
Gaussian Processes for Anomaly Description in Production Environments
TLDR
We propose a novel method for discovering the inherent structures of anomalies arising in IoT sensor data. Expand
  • 2
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Towards Large-scale Gaussian Process Models for Efficient Bayesian Machine Learning
  • 1
A New Approach for Efficient Structure Discovery in IoT
TLDR
We propose a new approach for scalable structure discovery in IoT, which utilizes the divide & conquer paradigm to reduce both search complexity and runtime. Expand
  • 1
Towards Gaussian Processes for Automatic and Interpretable Anomaly Detection in Industry 4.0
Large-scale Retrieval of Bayesian Machine Learning Models for Time Series Data via Gaussian Processes
Ptolemaic Indexing for Managing and Querying Internet of Things (IoT) Data
TLDR
In this paper, we provide an introduction to metric and ptolemaic indexing and evaluate their performance on different large-scale IoT datasets. Expand
Automatic Gaussian Process Model Retrieval for Big Data
TLDR
We propose the Large-Scale Automatic Retrieval of GPMs (LARGe) algorithm for efficient automatic GPM retrieval on very large databases. Expand