Full-Spectrum Human-in-the-Loop AI Capabilities
Explore our 9 specialized categories featuring sub-millisecond telemetry sync, optical MoCap, in-cabin DMS, XR gaze tracking, and 3D Gaussian Splatting avatars:
AI Model Training Participants & Action Mapping
Sourcing demographic-matched human cohorts from a pre-screened pool of 2,000+ Indian participants (ages 20–50, 80:20 M/F ratio) for physical actions, gesture mapping, vision tasks, and voice data capture.
Custom Lab Environments & Scenario Simulation
On-demand physical lab staging, obstacle courses, and environmental lighting setups built to client specifications. Bring your proprietary hardware/software or leverage turnkey Blue Projects sensor staging.
Biometric Data Collection & Kinematics
Full-body optical motion capture (MoCap), facial micro-dynamics, 200Hz eye-tracking telemetry, EMG muscle biosensors, and 6 DoF skeletal kinematic streams.
Human-Robot Interaction (HRI) & Collaborative Trials
Human-collaborative robotics testing, spatial proximity safety reactions, tactile force-feedback telemetry, and ergonomic robotic hand-off experiments.
Sub-Millisecond Multimodal Sensor Telemetry Sync
Hardware PTP clock-synchronized streams across multi-angle RGB camera arrays, thermal/LiDAR sensors, studio microphone grids, and wearable biosensors.
Hardware Ergonomics, Cognitive Stress & Usability
Wearable hardware ergonomics, physical stress/fatigue evaluations, localized dialect acquisition, and human-in-the-loop usability benchmark studies.
In-Cabin Driver Monitoring System (DMS) & Occupant Safety
Capturing real human drivers and passengers inside vehicle cabs (or calibrated mockups) for fatigue detection, distraction monitoring, gaze tracking, and occupant classification.
Wearable AR/VR & Smart Device Telemetry Capture
Capturing synchronized physical movement, binocular eye-gaze vectors, spatial audio, and micro-gesture telemetry during head-mounted display (HMD) and smart ring interaction.
3D Human Photogrammetry & Gaussian Splatting Avatars
Multi-camera dome photogrammetry (30–100+ synchronized 4K cameras) for high-poly 3D human mesh scanning, 3D Gaussian Splatting radiance fields, and ARKit facial blendshape rigging.
📊 Operational & Technical Complexity Matrix
How Blue Projects manages enterprise-scale human participant logistics, frame-accurate sensor calibration, and data security:
| Operational Dimension | Management & Quality Guarantee |
|---|---|
| Human Participant Logistics | Pre-screened cohort database of 2,000+ Indian participants (ages 20–50, 80:20 M/F ratio). 98.4% attendance SLA, automated scheduling, demographic balancing, and transparent compensation. |
| Technical & Sensor Rigor | Flexible staging model: clients can bring proprietary hardware/software OR leverage turnkey Blue Projects staging. Sub-millisecond PTP IEEE 1588 clock sync, 60fps 4K video, 200Hz gaze vectors. |
| Data Integrity & QA | Automated SHA-256 checksums, real-time telemetry validation, encrypted S3/Azure sync, and automated PHI/face blurring pipelines. |
PyTorch Telemetry & Multimodal Data Loader Schema
Python 3.10+# PyTorch Multimodal Human Participant In-Lab Telemetry Loader
import torch
class InLabHumanCohortDataset(torch.utils.data.Dataset):
def __init__(self, cohort_manifest_json):
# Access 2,000+ Screened Indian Participants (Age 20-50, 80:20 M/F)
pass
def __getitem__(self, idx):
return {
"participant_id": "IND_COHORT_2042",
"demographic": {"age": 28, "gender": "M", "l1_language": "Kannada"},
"mocap_3d_joints": torch.zeros((100, 31, 3)), # 6 DoF Vicon MoCap
"gaze_foveation_200hz": torch.zeros((200, 2)),
"emg_telemetry": torch.zeros((100, 8))
}⚖️ Legal, Ethics & Compliance Safeguards
Built to satisfy the most stringent US, EU, and Indian enterprise legal audit requirements:
Configure Your Human Participant Experiment
Select your required categories, cohort size, and staging model. Our engineering team responds within 24 hours.