Author

Nicolas Saunier

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Preprint Aug 2026

Semantic Slots for Video Object-Centric Learning

Video Object-Centric Learning (OCL) has traditionally focused on refining the encoder architecture to ensure temporal consistency. In this paper, we argue that the primary bottleneck lies in the decoder. We show that traditional decoders force slots to be spatially anchored, hindering their ability to adapt to motion....

K. Sabri, Guillaume-Alexandre Bilodeau, Nicolas Saunier et al. · 0 citations