Author

Matthias Tangemann

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Preprint Oct 2026

Moving Forward with Video Saliency: A New Dataset and Benchmark where Motion Matters

SalTempto is introduced, a video saliency benchmark with greater dynamism: 224 clips of highly dynamic content, sourced from the HACS-Segments dataset so that each clip contains an event together with its lead-up and aftermath, with gaze recordings from up to 16 subjects and a training split for adapting pretrained mod...

Susmit Agrawal, Rebecca Wanner, Juliane Verwiebe et al. · 0 citations

Jul 2026

Vision Transformers Learn Gestalt-Like Figure-Ground Cues from Natural Images

Evaluating shape-based figure-ground organization in Vision Transformers demonstrates that Gestalt-like figure-ground cues can be learned from natural scene statistics and positions ViTs as a compelling model system for studying the computational mechanisms of perceptual organization.

Matthias Tangemann, Benjamin Lo, Zygmunt Pizlo et al. · arXiv.org · 0 citations