Authors

Shiry Ginosar

Publications 2

Preprint Open access

Perception Test 2026: Challenge Summary and Extension to City-scale Audio-Visual Reasoning

Fedor Kitashov, João Carreira, Shiry Ginosar et al. · 2026

Continuing the Perception Test challenge series, we organised the fourth edition as a workshop at the European Conference on Computer Vision (ECCV) 2026 in Malmö, Sweden. This edition focused on spatial intelligence and featured four different tracks: unified multiple-choice videoQA and grounded videoQA from the origin …

Preprint Open access

KilometerVision: A New Frontier for Large-Scale Spatial Intelligence in VLMs

Aravindh Mahendran, Michael King, Matthew Koichi Grimes et al. · 2026

We push the frontier of large-scale spatial intelligence in Vision-Language Models (VLMs) and introduce the first benchmark that probes geographical layout understanding from real-world videos, spanning up to 1km distances. Inspired by the cognitive science literature, we evaluate models against the hierarchical stages …

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