ArticleNature neuroscience2026
Cheese3D enables sensitive detection and analysis of whole-face movement in mice.
Article in Nature neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Assessing hearing and hearing loss in mice with open-source system and auditory brainstem response (OpenSABR).Journal of neurophysiology · 2026Article
- DeepFaceMouse enables scalable prediction of large-scale brain activity from facial dynamics in mice.Cell reports methods · 2026Article
- Toward video-LLM driven workflow for behavioral segmentation and scoring in mice performing a skilled water-reaching task: an evaluation of recent LLM models.Neurophotonics · 2026Article
- Beast3D: Animal behavioral analysis and neural encoding from multi-view video via Gaussian splatting.ArXiv · 2026Article
- Cheese3D enables sensitive detection and analysis of whole-face movement in mice.Nature neuroscience · 2026Article
- Lightning Pose 3D: an uncertainty-aware framework for data-efficient multi-view animal pose estimation.bioRxiv : the preprint server for biology · 2026Article
- Animal behavioral analysis and neural encoding with transformer-based self-supervised pretraining.ArXiv · 2026Article
- Cracking the Valence Code: Patterned Facial Kinematics and Neural Signatures of Emotional Expressions in Mice.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
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Authors and funding
11 authors.
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Abstract
Facial expressions and movements, from a subtle and ephemeral grimace to vigorous and rapid chewing, offer direct insights into the moment-to-moment changes of neural and physiological processes. Mice, with discernible facial responses and evolutionarily conserved mammalian facial movement control circuits, provide an ideal model in which to unravel the link between facial movement and underlying states. However, existing frameworks lack the spatial or temporal resolution to sensitively track all movements of the mouse face because of its small and conical form factor. We introduce Cheese3D, a computer vision system that captures high-speed 3D motion of the entire mouse face (including ears, eyes, whisker pad and jaw, covering both sides of the face), using a calibrated six-camera array. The interpretable framework extracts dynamics of anatomically meaningful 3D facial features in absolute world units at sub-mm precision. The precise face-wide motion data generated by Cheese3D provides clear insights, as shown by proof-of-principle experiments predicting anesthetic depth from changing facial patterns, inferring tooth and muscle anatomy from fast ingestion motions across the entire face, measuring minute differences in movements evoked by brainstem stimulation and relating neural activity to spontaneous facial movements, including expressive features only measurable in 3D (for example, angles of ear motion). Cheese3D can serve as a discovery tool that renders subtle mouse facial movements as a highly interpretable readout of otherwise hidden processes.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.