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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 0Source ↗code ↗Scholar ↗
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 47Source ↗PDF ↗Scholar ↗
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 27Source ↗Scholar ↗
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 13Source ↗PDF ↗Scholar ↗