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Alexey Zakharov

3 accepted papers

2026

TUN3D: Towards Real-World Scene Understanding from Unposed Images

ICRA 2026poster

Layout estimation and 3D object detection are two fundamental tasks in indoor scene understanding. When combined, they enable the creation of a compact yet semantically rich spatial representation of a scene. Existing approaches typically rely on point cloud input, which poses a major limitation sin…

2022

Variational Predictive Routing with Nested Subjective Timescales

ICLR 2022poster

Discovery and learning of an underlying spatiotemporal hierarchy in sequential data is an important topic for machine learning. Despite this, little work has been done to explore hierarchical generative models that can flexibly adapt their layerwise representations in response to datasets with diffe…

Cited by 12SourcePDFScholar