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cs.CV2026

SeeSE3: Emergence of 3D Space in Vision Features

Caroline Chen, Sayna Ebrahimi, Fedor Kitashov +4

In this paper, we ask whether vision foundation models construct representations that reflect the intrinsic properties of 3D Euclidean space. Unlike previous works that probe 3D aw…

cs.CV2026

ESI-Bench: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop

Yining Hong, Jiageng Liu, Han Yin +5

Spatial intelligence unfolds through a perception-action loop: agents act to acquire observations, and reason about how observations vary as a function of action. Rather than passi…

cs.CV2026

SceneTeract: Probing and Improving Agent-Aware Activity Reasoning in 3D Indoor Scenes

Léopold Maillard, Francis Engelmann, Tom Durand +5

Indoor 3D scenes are ultimately meant to be used: an embodied agent should be able to navigate, reach objects, and complete diverse activities. Yet whether a given scene actually s…

cs.CV2025

HouseLayout3D: A Benchmark and Training-Free Baseline for 3D Layout Estimation in the Wild

Valentin Bieri, Marie-Julie Rakotosaona, Keisuke Tateno +2

Current 3D layout estimation models are primarily trained on synthetic datasets containing simple single room or single floor environments. As a consequence, they cannot natively h…

cs.CV2025

Dynamic Reflections: Probing Video Representations with Text Alignment

Tyler Zhu, Tengda Han, Leonidas Guibas +2

The alignment of representations from different modalities has recently been shown to provide insights on the structural similarities and downstream capabilities of different encod…