Scout Aerial provides computer vision and machine learning services for safety and remote sensing applications. The document discusses machine learning techniques for tasks like detecting sharks, cows, gas leaks, and more in aerial imagery. It explains how machine learning algorithms can learn from training data to make predictions and describes benefits like increased efficiency, safety, and cost savings over time as models become more intelligent. Some limitations are that initial training takes time and effort and false positives may occur.

1. COMPUTER
VISION SYSTEMS

2. 1.
ABOUT US
2.
REMOTE
SENSING
4.
HOW WE
WORK
3.
MACHINE
LEARNING
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

3. 1. ABOUT US
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

4. 2. REMOTE SENSING
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

5. The study of pattern recognition and computational
learning theory in artificial intelligence, machine learning
explores the study and construction of algorithms that
can learn from and make predictions on data
3. MACHINE LEARNING
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
Welcome, Mac

6. > MACHINE LEARNING
Shark Detection
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

7. SHARK VIDEO

8. > MACHINE LEARNING
Other Examples
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
Blast chord Flood zones Tree damage Vegetation
assessment

9. > MACHINE LEARNING
Cow Detection
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

10. > MACHINE LEARNING
Other Examples
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
Gas detection Erosion
assessment
Environmental audit

11. • Extremely quick once implemented
• Accurate – no bias when making decisions
• Becomes increasingly intelligent over time
• Allows you to focus on your core responsibilities
• Increased Safety – removing the human element
• Simply put, they increase efficiency across all stages
> MACHINE LEARNING
Why teach machines?
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

12. • PDF Report
• Intervention Levels for Safety
• Location
• Identifier
• Type of failure
• potholes, crocodile cracks & resurfacing
• 3D Models
> MACHINE LEARNING
Asset Management
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

13. > MACHINE LEARNING
Behind the scenes
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

14. > MACHINE LEARNING
Process
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

15. SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
Process

16. • Daily reports
• Completion notification
• Budget adjustments – cost
estimates
• Invoices sent
• Sub-contractor review &
notification
• Automated report and
performance comparison
> MACHINE LEARNING
Imagine…

17. efficiency
• Mundane tasks
• Dull, Dirty or Dangerous environments
• Limited skill required
• Reporting
• Costing and Budgets
• Performance Indicators
• Contractor Monitoring / Audit
• Invoicing
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
Benefits

18. • Requires familiar data from training sets
• Initial training takes time – you have to start
somewhere!
• Just like staff, ML requires an investment
(money and time)
• False positives will occur and Artificial
Intelligence is a PREDICTOR, not a HUMAN
DECISION MAKER
> MACHINE LEARNING
Limitations
SCOUT AERIAL | COMPUTER VISION FOR SAFETY

19. SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
What next?

20. • Machine Learning is a collaborator, not a replacement
• Improved HSE KPI’s
• Current alternatives and cost of traditional methods
• Top asset managers will be making the most of the existing
technology, and leveraging them to get a competitive edge with the
most cost-effective operations
• These techniques are very powerful tools and will become
increasingly important in the coming years
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
Things to consider…

21. SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> HOW WE WORK
Scout Aerial Workflow

22. Thank you
Patrick Weeden
MBA, Bcomm, PM
patrick@scoutaerial.com.au
phone 07 3118 1701 | mobile 0405 651 598
scoutaerial.com.au | scoutaerialafrica.com