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M. Valstar

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Book Open access Oct 2026

Self-Supervised Dual-Stream Temporal Learning for Neonatal Pain Estimation

Neonatal pain estimation from video is clinically important but challenging due to limited labelled data and the reliance of existing automated methods on facial appearance alone. Current approaches use handcrafted features or single-frame deep representations, overlooking the temporal body dynamics (such as limb flexi...

Muhammad Suhaib Shahid, M. Valstar, D. Sharkey et al. · 0 citations

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