Past Studies & Deployments
Historical record of field deployments, pilot studies, and research projects conducted using Waypoint's trail monitoring technology.
2025 Deployments
Hyland Lake Park Reserve Multi-Camera Deployment
Fall 2025 • Bloomington, MN
Two-week deployment with 7 camera stations across 3.2 miles of multi-use trails. Validated detection accuracy, directional flow analysis, and autonomous operation. Served as primary validation study for subject tracking algorithms.
Lake Girard Multimodal Activity Pilot
Summer 2025 • Lake Girard, MN
24-hour pilot deployment with 4 cameras monitoring hiking, biking, watercraft, and vehicle activity. Validated multimodal detection capability and parking occupancy estimation methodology.
Environmental Robustness Validation Study
Spring-Fall 2025 • Multi-site deployment
Six-month multi-site study validating detection accuracy across diverse weather conditions, lighting scenarios, and seasonal variations. 12 camera deployments across 4 states with 47,000+ manual validation events.
Research Focus Areas
Detection Algorithm Development
Continuous improvement of computer vision models for outdoor recreation detection across diverse environments and conditions.
- • Environmental robustness testing
- • Activity classification accuracy
- • Edge case identification and training
Subject Tracking & Noise Filtering
Development and validation of tracking algorithms that suppress duplicate detections and improve count accuracy.
- • Multi-frame subject tracking
- • Duplicate suppression algorithms
- • Group counting methodology
Directional Flow Analysis
Research on directional detection accuracy, camera positioning optimization, and applications for trail management.
- • Directional accuracy validation
- • Camera angle optimization
- • Origin-destination analysis methods
Autonomous System Operation
Field testing of solar power systems, cellular connectivity, and remote operation capabilities for extended deployments.
- • Solar power performance analysis
- • Cellular connectivity reliability
- • Long-term maintenance requirements
Research & Deployment Partners
Waypoint collaborates with park agencies, conservation organizations, academic institutions, and government agencies to conduct field research and validation studies.
Park Agencies
- • Three Rivers Park District, MN
- • Regional park systems
- • State park agencies
Conservation Organizations
- • Land trusts
- • Environmental nonprofits
- • Trail advocacy groups
Academic Institutions
- • Recreation research programs
- • Transportation planning departments
- • Environmental science programs
Research Data Archive
Aggregate usage data from past deployments is available for academic research and analysis. Data is anonymized and provided in standardized formats for recreation research, transportation planning, and environmental studies.
Researchers interested in accessing historical trail usage datasets should contact our research partnerships team.
Request Data Access