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Gui-Qiu Liao

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#computer vision Preprint Aug 2026

Slot2Text: Object-Centric Visual Tokenization for Efficient and Spatially Traceable Surgical MLLMs

Slot2Text, a dual-mode surgical MLLM that replaces dense representations of visual input with a compact set of regions encoded as slot latents, establishes compact slot latents as an efficient default visual interface for surgical MLLMs, with grounded reasoning invoked when greater spatial traceability is required.

Guiqiu Liao, M. Jogan, Daniel A. Hashimoto · 0 citations