Technical Services

Build on the Backbone of Biomechanical Intelligence.

Accelerate your AI roadmap with physics-grade data processing, custom model training, and edge optimization.

At Willow, we don’t just offer a platform; we offer the engine that powers it. We provide engineering teams, researchers, and developers with modular access to our proprietary computer vision and physics pipeline. Whether you need ground-truth data for your own models or a fully trained neural network ready for deployment, we bridge the gap between raw video and deployable intelligence.

AI Video Annotation & Labeling

Stop training your models on noisy data. We provide physics-validated ground truth.

Standard labeling services rely on human guesswork, leading to "jitter," impossible anatomical angles, and poor model performance. Willow utilizes a physics-first approach. Our engine applies Newtonian constraints to every frame, ensuring that every keypoint, bounding box, and segmentation mask is biologically and physically accurate before a human ever verifies it.

  • Featured Capabilities:
    • 2D & 3D Pose Estimation: High-fidelity skeletal tracking (17-33+ keypoints) with depth inference.
    • Temporal Action Localization: Precise start/end timestamping for specific movements or behaviors.
    • Semantic Segmentation: Pixel-perfect masking for humans, equipment, and environmental hazards.
    • Physics Metadata: Each frame can be enriched with calculated velocity, acceleration, and force vectors.
  • Best For: Computer Vision teams, Autonomous Vehicle training, Academic Research.

Custom Computer Vision Model Training

From raw video to deployable model in a fraction of the time.

You have the video; you need the intelligence. We act as your specialized ML Ops team. We ingest your specific dataset (or generate one for you) and train custom neural networks tailored to your unique detection requirements. We handle the entire pipeline: preprocessing, architecture selection, training, validation, and hyperparameter tuning.

  • Featured Capabilities:
    • Action Recognition: Train models to detect specific, nuanced behaviors (e.g., "Soldier reloading weapon," "Worker lifting with back," "Golfer casting club").
    • Object & Anomaly Detection: Identify specific equipment, safety gear compliance (PPE), or foreign objects in a scene.
    • Iterative Refinement: We use a "Human-in-the-loop" reinforcement cycle to rapidly retrain models based on edge-case failures.
  • Best For: Niche Sports Tech, Defense Contractors, Manufacturing QA systems.

Video-to-Data Extraction (ETL)

Turn "dead" video storage into a queryable business intelligence database.

Your video archives are full of data, but they are currently unsearchable black boxes. Our Extraction-Transform-Load (ETL) service processes bulk video libraries (whether it’s 10,000 hours of CCTV footage, a decade of sports archives, or clinical trial logs) and converts them into structured datasets.

  • Featured Capabilities:
    • Unstructured to Structured: Convert video pixels into SQL/NoSQL compatible databases (JSON/CSV).
    • Event Indexing: Automatically tag and index every occurrence of specific events (e.g., "Find all clips where movement speed exceeded 15mph").
    • Longitudinal Analysis: Extract trend lines from historical footage to visualize performance or safety degradation over months or years.
  • Best For: Insurance Agencies, Security Firms, Professional Sports Teams, Clinical Research.

AI Video Summarization & Highlight Generation

Automated signal extraction for long-form footage.

Manual review of long-form video is expensive and prone to error. Our multimodal engine "watches" video at scale to identify relevance. We don't just detect motion; we detect context. We automatically generate concise highlight reels or summary clips based on specific triggers, drastic changes in physics, or identified anomalies.

  • Featured Capabilities:
    • Smart Clipping: Automatically extract "Action" windows from hours of idle footage (e.g., extracting only the pitches from a 3-hour baseball game).
    • Anomaly Highlighting: Instant generation of "incident reports" containing only the moments where safety protocols were breached.
    • Narrative Summarization: Using Gen-AI integration to provide textual descriptions of what occurred within the video segment.
  • Best For: Media & Broadcasting, Security & Surveillance, Industrial Shift Reviews.

Synthetic Data Generation

Fill the "Cold Start" gaps in your training dataset.

Real-world data is often biased toward "normal" behavior. Training an AI to detect rare events (like falls, injuries, or extreme fatigue) is difficult because that footage is scarce. We use our BioSim™ engine to programmatically generate synthetic biomechanical data, creating thousands of variations of "edge cases" to robustify your models.

  • Featured Capabilities:
    • Edge Case Simulation: Generate kinematic data for dangerous or rare scenarios without putting humans at risk.
    • Data Augmentation: Artificially expand your training set by varying lighting, angles, and body types within the data representation.
    • Injury Modeling: Create datasets that represent specific biomechanical failures for predictive model training.
  • Best For: Robotics, Safety AI training, Autonomous Systems.

Edge AI Optimization & Porting

Take the power of the cloud and put it on a chip.

We specialize in shrinking heavy, cloud-native computer vision models to run on low-power, air-gapped edge devices. We ensure your software can run with near-zero latency in environments where internet connectivity is impossible or unreliable.

  • Featured Capabilities:
    • Model Quantization & Pruning: Reducing model size and compute requirements with minimal loss in accuracy.
    • Hardware-Specific Compilation: Optimizing models for NVIDIA Jetson, Raspberry Pi, Ambarella, and mobile chipsets (CoreML/TFLite).
    • Latency Tuning: Optimizing inference pipelines for real-time, high-framerate applications.
  • Best For: Drone manufacturers, Wearable Tech, Smart Camera integrations, Exoskeleton control systems.

Forensic Motion Analysis

Objective, physics-based verification for video evidence.

When liability is on the line, the "naked eye" isn't enough. We provide forensic engineering services to analyze video evidence for legal and insurance use cases. We quantify speed, force, trajectory, and impact mechanics to prove or disprove claims objectively.

  • Featured Capabilities:
    • Incident Reconstruction: Mapping 2D video to 3D space to determine exact positioning and sequence of events.
    • Velocity & Force Calculation: Determining the speed of a vehicle, the force of an impact, or the biomechanics of a slip-and-fall.
    • Fraud Detection: Validating if the movement patterns in surveillance footage align with the claimed physical injuries.
  • Best For: Legal Defense Teams, Insurance Claims Adjusters, Law Enforcement.