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Michael Arens

5 accepted papers

2026

It's All Just Vectorization: einx, a Universal Notation for Tensor Operations

ICLR 2026oral

Tensor operations represent a cornerstone of modern scientific computing. However, the Numpy-like notation adopted by predominant tensor frameworks is often difficult to read and write and prone to so-called shape errors, i.a., due to following inconsistent rules across a large, complex collection o…

Cited by 0SourcecodeScholar
2024

Statewide Visual Geolocalization in the Wild

ECCV 2024poster

This work presents a method that is able to predict the geolocation of a street-view photo taken in the wild within a state-sized search region by matching against a database of aerial reference imagery. We partition the search region into geographical cells and train a model to map cells and corres…

2023

Uncertainty-Aware Vision-Based Metric Cross-View Geolocalization

CVPR 2023poster

This paper proposes a novel method for vision-based metric cross-view geolocalization (CVGL) that matches the camera images captured from a ground-based vehicle with an aerial image to determine the vehicle's geo-pose. Since aerial images are globally available at low cost, they represent a potentia…

Cited by 47SourcePDFScholar
2022

Continuous Self-Localization on Aerial Images Using Visual and Lidar Sensors

IROS 2022poster

This paper proposes a novel method for geo-tracking, i.e. continuous metric self-localization in outdoor environments by registering a vehicle's sensor information with aerial imagery of an unseen target region. Geo- tracking methods offer the potential to supplant noisy signals from global navigati…

Cited by 19SourceScholar
2018

3D Vehicle Trajectory Reconstruction in Monocular Video Data Using Environment Structure Constraints

ECCV 2018poster

We present a framework to reconstruct three-dimensional vehicle trajectories using monocular video data. We track two-dimensional vehicle shapes on pixel level exploiting instance-aware semantic segmentation techniques and optical flow cues. We apply Structure from Motion techniques to vehicle and b…

Cited by 15SourcePDFScholar