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Matthias Neuwirth-Trapp

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Preprint Aug 2026

MIVIFI: Bridging Perspective and Fisheye Domains for Training Multi-View Fisheye Image Generation Models

Achieving 360{\deg} coverage is critical for the visual perception systems of autonomous vehicles. Fisheye cameras offer a cost-effective solution by enabling full surround coverage with as few as two sensors. However, existing multi-view fisheye datasets are limited, and synthesizing rare corner cases typically requir...

Matthias Neuwirth-Trapp, Begüm Altunbaş, Jiaying Wang et al. · 0 citations
#machine learning Preprint Sep 2026

MECAIL: Communication-Aware Incremental Learning for Object Detection with 14.6 KB Spatiotemporal Experts

This work introduces Mixture-of-Experts for Communication-Aware Incremental Learning (MECAIL), the first method that meets this strict requirement, in which each new domain or environment is served by a small expert network that adapts the base model.

Matthias Neuwirth-Trapp, Maarten Bieshaar, D. Paudel et al. · 0 citations

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