Single-view capture — prone to occlusion
When body parts occlude each other or overlap with cage walls and equipment edges, keypoint and contour detection is easily lost, reducing analysis stability.
BehaviorAtlas
3D-AI Fine Behavior Analysis System
China's first markerless 3D animal pose capture system. Identify 16+ keypoints, quantify 40+ behavior subtypes, and export publication-ready charts — for mice, rats, NHPs, and more.
BehaviorAtlas Next-Gen Fine Behavior Analysis
China's first 3D-AI fine ethology product — backed by publications, patents, media coverage, and peer recognition
01
Publications
02
Patents
6 granted · behavior recognition · 3D capture · quantification
03
Media Coverage
04
Scientist Endorsement
In a recent wild monkey behavior study, our work received an extensive dedicated commentary:
Read Original
Science Advances, 2022
Prof. Andrew Zisserman
“Adopting automated behavioral recognition is scalable, increasing the speed, quantity, and detail of data that can be collected and analyzed. Once classifiers have been trained, such work can move beyond broad classification of general behavioral states (eating, resting, etc.) to include fine-grained analysis at multiple layers/dimensions of behavior.”
Related work appears in Nature family journals, with coverage from CAS, China Science Daily, CCTV, and dozens of outlets — featured as a CAS progress highlight and reviewed by China Brain Project experts.
Product Features
Combining markerless 3D capture, AI recognition, and multi-species support to unlock the full potential of 3D behavior analysis.
First
China's First 3D-AI Analysis
BayOne's proprietary markerless 3D pose capture system — full-spectrum intelligent quantitative behavior analysis for neuroscience.
3D
Markerless 3D Fine Analysis
Fine 3D behavior recognition for open field and other paradigms — no physical markers on animals.
AI
ML & AI Powered
Deep learning identifies 16+ keypoints; ML decomposes behavior sequences and phenotypes for smarter analysis.
Fine
Hierarchical Behavior Encoding
Hierarchical encoding: postures as letters, actions as syllables, behavior maps as sentences — quantifying every level.
FOV
4+ Camera Array
Multi-camera arrays capture activity from all angles, solving occlusion in single-view 2D recording.
Rich
40+ Behavior Subtypes
AI automatically extracts and quantifies 40+ fine subtypes including sniffing, climbing, jumping, and standing.
Data
100+ Quantified Parameters
39 kinematic parameters plus distributions across 40 action types — multi-dimensional phenotypic data.
Pub-ready
Publication-Ready Visualization
Export bar charts, heatmaps, clustering, dimensionality reduction, and behavior spectra — ready for SCI publication.
Product Comparison
Traditional 2D analysis: quantifies only a handful of behaviors
Severe information loss — fails to capture real behavior
Centroid / outline tracking only
Tracking relies only on centroids or outlines — limited behavioral dimensions, unable to capture posture changes, limb motion, or complex behavior structure.
Low behavior-type resolution
Many behaviors look similar in top-down view — immobility, sniffing, grooming, mild exploration — and are easily misclassified or merged into one category.
Basic parameter output
Outputs only simple metrics such as distance, speed, dwell time, and zone entries — insufficient to capture complex behavioral changes.
BehaviorAtlas 3D-AI: rich behavioral information
Fine-grained, comprehensive, objective behavior characterization
Multi-view synchronized capture
Multi-camera synchronized capture from different angles reduces single-view occlusion and information loss for more complete locomotion data.
3D skeleton reconstruction (16+ points)
Reconstructs 3D skeletons from multi-view video — accurately restoring spatial position and posture of head, trunk, limbs, and tail.
Behavior recognition & decomposition
Powered by BehaviorAtlas decomposition — automatically segments continuous video into behavior episodes and types for fine-grained spectrum analysis.
Multi-dimensional output
Beyond speed, distance, and time — quantifies posture, joint angles, body height, trajectories, behavior proportions, temporal dynamics, and more.
Recommended
BehaviorAtlas
Spatial DimensionFull 3D spatial resolution
AccuracyHigh (mm-level)
AutomationSemi-automated with minimal manual input
AlgorithmAI pose estimation models
Body Resolution16 body keypoints
Behavior Granularity40 fine subtypes + rich kinematics
MetricsExtensive custom metrics
VisualizationDeep multi-dimensional views
ReproducibilityHigh — stable and objective
Legacy
Traditional 2D Software
Spatial DimensionLimited 2D plane view
AccuracyModerate — occlusion-prone
AutomationSemi-automated — more manual work
AlgorithmBackground subtraction, threshold tracking
Body ResolutionNone / centroid only
Behavior GranularityBasic kinematic parameters
MetricsBasic movement metrics only
VisualizationBasic 2D tracks / heatmaps
ReproducibilityHigh
Traditional
Manual Observation
Spatial DimensionNaked-eye 2D or limited 3D
AccuracyHigh subjective error, poor reproducibility
AutomationFully manual recording
AlgorithmVisual observation — no algorithm
Body ResolutionNone
Behavior GranularityVery limited
MetricsMinimal — time-consuming
VisualizationNo automated visualization
ReproducibilityLow — hard to reproduce
Product Matrix
Multi-species solutions from rodents to primates for comprehensive behavior research.
Mice & Rats
Fine behavior analysis for mice and rats — supporting disease models, drug screening, and mechanism studies.
BA - 3D Mouse 02 (aka DC02)
Activity space: 50×50×50 cm3D Skeleton Reconstruction：4-camera sync capture with multi-view 3D reconstruction — mm-level accuracy with occlusion handling.
Advanced Deep Learning：Identifies 16 keypoints across body, limbs, head, and tail — deep learning trained on large-scale experimental data for stable pose estimation.
Rich Application Support：Supports disease model characterization, behavior modulation, and efficacy evaluation.
Core Software Suite
C
Capture Acquisition SoftwareMulti-camera synchronized capture with visible/IR modes and TTL event sync.
A
Analyzer Processing SoftwareAI multi-keypoint detection, 3D skeleton reconstruction, and automated behavior extraction.
E
Explorer Visualization SoftwareRich charts and behavior spectrum previews with multi-dimensional data export.
Explore full capabilities, workflows, and multi-species solutions in the 3D-AI Fine Behavior Software Suite
Standard Product
Standard integrated hardware/software system — available for direct purchase and rapid deployment.
AI Fine Behavior Analysis
Built-in AI identifies 16+ body points, 40+ behavior subtypes, and publication-ready charts.
Professional Deployment
Our senior engineers provide on-site installation, software training, and full-cycle analysis support.
Multi-Species Solution Matrix
Research Impact
Real-world application data and research outcomes of BehaviorAtlas 3D-AI across global scientific settings.
BAYONE LIFE TECH
Overview
LIVEPublished Papers (Total)
51papers
Pending Papers
10
Disease Types
30+
Analysis Runs
300+
Animal Samples
2w+
Analysis Samples
1w+
Species Supported
7
Publication Trend
10 papers pending publication
202120222023202420252026
Animal Species
Published SCI Papers
32- #01Signal Transduction and Targeted Therapy
- #02Cell Research
- #03Nature Aging
- #04Nature Machine Intelligence
- #05Neuron
- #06Nature Communications
- #07Autophagy
- #08Advanced Science
- #09Theranostics
- #10Journal of Advanced Research
- #11Science Advances
- #12Research
- #13Journal of Neuroinflammation
- #14Molecular Psychiatry
- #15Advanced Healthcare Materials
- #16npj Parkinson's Disease
- #17Brain, Behavior, and Immunity
- #18Cell Reports
- #19Fundamental Research
- #20Translational Psychiatry
- #21Neuroscience Bulletin
- #22Cell Proliferation
- #23Communications Biology
- #24BMC Biology
- #25The FASEB Journal
- #26Frontiers in Psychiatry
- #27Cognitive Neurodynamics
- #28Addiction Biology
- #29Frontiers in Integrative Neuroscience
- #30Biochemical and Biophysical Research Communications
- #31European Journal of Neuroscience
- #32Journal of Translational Genetics and Genomics
Research Topics
AutismFearParkinson's DiseaseSpinal Cord InjuryAddictionDepressionAnxietyPostoperative DeliriumAgingHuntington's DiseaseAcute StressPTSDAnesthesiaPainPain-Anxiety ComorbidityStressHuntington ChoreaCerebral IschemiaSurvival ThreatAddictive DrugsPsychiatric DrugsAnesthetic Drugs
Client Institutions
Peking UniversityTsinghua UniversityFudan UniversityShanghai Jiao Tong UniversityZhejiang UniversityStanford UniversityThe University of Hong KongSIATXijing HospitalPuling Bio
Application Cases
Real-world research cases powered by BehaviorAtlas 3D-AI — spanning autism, anxiety, depression, Parkinson's, Alzheimer's, and acute stress models.
Autism model mouse behavioral marker identification
Fine postural dynamics reveal potential autism behavioral markers
Fine postural dynamics analysis uncovered potential behavioral markers in autism model mice, offering a new quantitative lens for model assessment.
Huang, Kang et al. Nature Communications 2021
Reassessing anxiety-like behavior
A new perspective on animal anxiety assessment
3D behavioral analysis reassesses anxiety-like behavior, unbiasedly identifying novel biomarkers that complement classical paradigms; fine-grained profiling separates all 20 stressed from control mice where classic anxiety metrics fail.
Liu, Nan et al. BBRC 2021
Systematic depression-like behavior assessment
AI decodes spontaneous behavior under different stressors
Forced swim tests show depressive-like behavior across stress models; AI fine spontaneous profiling reveals shared and distinct changes — CRS and CSDS mice both show more rearing and less rotation.
Tseng, Yuting et al. Translational Psychiatry 2023
Parkinson's disease mouse behavioral profiling
Abnormal spontaneous behavior in PD mice
Systematic PD mouse profiling with 3D multi-view capture and machine learning precisely captures spontaneous behavioral differences in MPTP models for sensitive model validation and therapeutic assessment.
Zhong, Hao et al. Translational Psychiatry 2025
Alzheimer's disease mouse behavioral profiling
Capturing spontaneous behavior differences in AD mice
Open-field profiling of AD pathological models captures abnormal walking, fast exploration, and slow exploration — offering a new perspective for model establishment and drug efficacy evaluation.
Miller, Stephanie R et al. Cell Reports 2024
Acute stress mouse behavioral profiling
Acute stress mice show unique behavioral subtypes
Systematic profiling of acute stress mice reveals unique spontaneous behavior patterns and action subtypes distinct from controls.
Ye, Jialin et al. Cell Reports 2025
User Papers
View MoreSelected publications powered by our 3D-AI system — supporting teams in publishing 50+ high-impact papers in Nature Aging, STTT, and other top journals.
Breakthrough in Parkinsonian visual hallucination research with BayONE support
Nanjing Medical University's Feng Han team used BayONE products to identify key biomarkers, transforming complex hallucination symptoms into quantifiable animal behavioral phenotypes, published in Signal Transduction and Targeted Therapy.
Read More
Stem cell vesicles reverse aging in macaques
Jinghui Huang's team at Air Force Medical University evaluated antler blastema progenitor cells in mice and macaques, using the 3D fine behavior analysis system to precisely quantify dynamic changes in motor function during aging intervention.
Read More
Behavioral and neural mechanisms of social homophily in opioid addiction
Sun Linlin's team at Peking University Health Science Center published in Neuron, revealing social homophily in opioid-addicted animals and the underlying neural mechanisms.
Read More
AI fine behavior reveals fast DNA replication forks drive anxiety
Shi Lei's team at Kunming Institute of Zoology linked DNA replication fork speed to neurobehavior, showing that embryonic replication dysregulation profoundly affects adult brain function and anxiety-like behavior.
Read More
New mechanism of S-ketamine therapy for PTSD
Zhao Guangchao's team at Xijing Hospital used AI-assisted fine behavior analysis to quantify PTSD core symptoms and revealed the time-dependent therapeutic effects of S-ketamine.
Read More
Unraveling spontaneous self-injurious behavior in macaques
Jianhong Wang's team at Kunming Institute of Zoology found that spontaneously self-injurious macaques show low activity, social deficits, circadian rhythm abnormalities, and aberrant emotional-defensive responses through fine behavioral profiling.
Read More
Lifelong nicotine dynamically modulates age-related motor and metabolic aging in mice
Xin'an Liu's team at SIAT Brain Institute used fine behavior analysis across a lifelong oral nicotine paradigm, showing that lifelong nicotine intervention alleviates motor decline and yields a biologically younger behavioral phenotype in mice.
Read More
BehaviorAtlas reveals Scn2a loss drives autism-like behavior
Shu Yousheng's team at Fudan University used BayONE products to show that Scn2a loss in VTA dopamine neurons causes hyperactivity, repetitive stereotypy, and loss of social novelty preference — hallmark autism-like phenotypes.
Read More
Tooth pain drives anxiety? AI fine analysis decodes comorbid phenotypes
Jing Huang's team at Air Force Medical University used longitudinal 3D behavior profiling to map craniofacial structural deficits to neurobehavioral dysfunction, showing mandibular asymmetry drives progressive hyperalgesia and anxiety-like behavior in mice.
Read More
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