In today’s fast-paced, data-driven world, Computer Vision (CV) is often heralded as a groundbreaking technology with the potential to transform industries. However, the true value of CV lies not in its ability to simply identify and highlight objects within video feeds, but in its capacity to extract, clean and organize vast amounts of data into actionable insights that drive operational excellence.
The Problem with Most Computer Vision Solutions
Many Computer Vision solutions on the market focus primarily on demonstrating their ability to detect objects by overlaying drawings or bounding boxes on video feeds. These visualizations might look impressive but they often lack substantive operational value. Highlighting an object in a video does little to help businesses make informed decisions, optimize processes or improve safety and compliance.
The reality is that raw CV data, while abundant, is often unstructured and overwhelming. Without proper processing, this data remains nothing more than ‘pretty pictures’ with no real operational impact. To unlock the true potential of Computer Vision, it is crucial to move beyond basic object detection and focus on how to clean, filter and organize this high-velocity data into meaningful insights that can be acted upon.
Transforming Data into Operational Value
The process of transforming CV data into valuable insights begins with cleaning and filtering the raw data to remove noise and irrelevant information. Once cleaned, the data must be organized and packaged in a way that is easily understandable and actionable by operations teams. Only then can CV truly begin to add value to an organization.
Here are a few examples of how properly processed CV data can be used to unlock significant operational value:
1. Upholding Compliance:
- Safety Wear Compliance - CV can be used to monitor workers in real-time and alert operational safety teams immediately if someone is not wearing the required safety gear. This proactive approach helps prevent accidents and ensures compliance with safety regulations.
- Wharf Patrol - By analyzing video feeds from wharves, CV can detect unauthorized non-ferry passenger activity and alert security teams to intervene promptly, ensuring the safety and security of the area.
2. Traffic Engineering:
- Highway Utilization - CV can track and analyze traffic patterns on highways, providing valuable data on utilization rates. This information can be used to optimize traffic flow and reduce congestion.
- A/B Testing on Highway Policy Changes - By monitoring the effects of different highway policies (e.g., speed limits, lane changes), CV allows traffic engineers to evaluate the impact and make data-driven decisions for future improvements.
3. Monitoring and Tracking SLAs:
- Airport Airside Servicing Turnaround - CV can monitor and track the efficiency of airplane servicing activities, such as refueling and baggage handling, to ensure they meet Service Level Agreements (SLAs) and reduce turnaround times.
- Train/Light Rail Timeliness - By tracking the punctuality of train and light rail services, CV helps operators maintain high levels of service reliability and customer satisfaction.
4. Forecasting Activities:
- Personnel Rostering - By analyzing trends and seasonal patterns in events, CV can help forecast personnel needs, ensuring that staffing levels are optimized to meet demand.
Conclusion
Computer Vision has the potential to revolutionize industries by providing rich, valuable data that can be used to optimize operations, enhance safety and improve compliance. However, the key to unlocking this value lies in the ability to clean, filter and organize the raw data generated by CV into actionable insights.
At Unleash live, we understand that Computer Vision is more than just about pretty pictures—it's about delivering operational value that drives real-world results. By focusing on the end goal of operational efficiency, safety and compliance, we help organizations harness the true power of Computer Vision to achieve their objectives.
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