A temporal prior from inter-frame motion flow is injected as initialization into an attention pyramid network to guide coarse-to-fine instrument segmentation in MIS videos, exceeding prior results on the EndoVis dataset across three tasks.
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2 Pith papers cite this work, alongside 384 external citations. Polarity classification is still indexing.
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UNVERDICTED 2representative citing papers
4D pencil beam optimization achieves clinically acceptable dose distributions for moving targets in gantry-free and single-magnet scanner setups, demonstrating feasibility for simplified proton therapy machines.
citing papers explorer
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Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video
A temporal prior from inter-frame motion flow is injected as initialization into an attention pyramid network to guide coarse-to-fine instrument segmentation in MIS videos, exceeding prior results on the EndoVis dataset across three tasks.
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Magnet-Free Proton Therapy with 4D Pencil Beam Delivery Optimisation
4D pencil beam optimization achieves clinically acceptable dose distributions for moving targets in gantry-free and single-magnet scanner setups, demonstrating feasibility for simplified proton therapy machines.