output
20122026
most citedA Survey on the Explainability of Supervised Machine Learning

984 citations

Showing 2020Show all

6 papers · 1 filter

cs.CV2020★ 4 cited

A Photogrammetry-based Framework to Facilitate Image-based Modeling and Automatic Camera Tracking

Sebastian Bullinger, Christoph Bodensteiner, Michael Arens

We propose a framework that extends Blender to exploit Structure from Motion (SfM) and Multi-View Stereo (MVS) techniques for image-based modeling tasks such as sculpting or camera…

cs.LG2020★ 984 cited

A Survey on the Explainability of Supervised Machine Learning

Nadia Burkart, Marco F. Huber

Predictions obtained by, e.g., artificial neural networks have a high accuracy but humans often perceive the models as black boxes. Insights about the decision making are mostly op…

cs.LG2020★ 30 cited

Dimensionality Reduction and Anomaly Detection for CPPS Data using Autoencoder

Benedikt Eiteneuer, Nemanja Hranisavljevic, Oliver Niggemann

Unsupervised anomaly detection (AD) is a major topic in the field of Cyber-Physical Production Systems (CPPSs). A closely related concern is dimensionality reduction (DR) which is:…

cs.CV2020★ 10 cited

Self-Supervised Learning for Monocular Depth Estimation from Aerial Imagery

Max Hermann, Boitumelo Ruf, Martin Weinmann +1

Supervised learning based methods for monocular depth estimation usually require large amounts of extensively annotated training data. In the case of aerial imagery, this ground tr…

cs.CV2020★ 15 cited

Integration of the 3D Environment for UAV Onboard Visual Object Tracking

Stéphane Vujasinović, Stefan Becker, Timo Breuer +3

Single visual object tracking from an unmanned aerial vehicle (UAV) poses fundamental challenges such as object occlusion, small-scale objects, background clutter, and abrupt camer…

cs.CV2020★ 1 cited

SkyScapes -- Fine-Grained Semantic Understanding of Aerial Scenes

Seyed Majid Azimi, Corentin Henry, Lars Sommer +2

Understanding the complex urban infrastructure with centimeter-level accuracy is essential for many applications from autonomous driving to mapping, infrastructure monitoring, and…