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Learning What and Where -- Unsupervised Disentangling Location and Identity Tracking. (arXiv:2205.13349v2 [cs.CV] UPDATED)
Oct. 7, 2022, 1:16 a.m. | Manuel Traub, Sebastian Otte, Tobias Menge, Matthias Karlbauer, Jannik Thümmel, Martin V. Butz
cs.CV updates on arXiv.org arxiv.org
Our brain can almost effortlessly decompose visual data streams into
background and salient objects. Moreover, it can anticipate object motion and
interactions, which are crucial abilities for conceptual planning and
reasoning. Recent object reasoning datasets, such as CATER, have revealed
fundamental shortcomings of current vision-based AI systems, particularly when
targeting explicit object encodings, object permanence, and object reasoning.
Here we introduce a self-supervised LOCation and Identity tracking system
(Loci), which excels on the CATER tracking challenge. Inspired by the
dorsal-ventral …
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