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Case Study
Empowering Road Safety through Precision: How Subul Helped Client in Road Damage Detection
Road Damage Detection and Classification Project
Platform
60 Refugees
in Syria impacted through this project
202,036 images
annotated with ultra high precision
Bounding Box
Annotation Type
Classification
Damage Detection
Challenge :
Our client struggled with accurately detecting and classifying road damage caused by environmental and mechanical wear.
They needed to pinpoint the size, type, and spread of damage across various road surfaces.
Unfortunately, their current methods fell short, limiting their ability to monitor and maintain infrastructure effectively, which could compromise road safety.
Solution : Unlocking Road Damage Insights
We were asked to provide high-quality data annotation services to improve the client’s road damage detection capabilities. Our team, consisting of 60 highly skilled image annotators, including a dedicated group of 60 refugees, brought extensive experience in identifying and classifying road damage. This diverse and passionate team played a crucial role in achieving exceptional results.
FEATURES
Implementation:
Expert Road Damage Annotation Team
We assembled a team specifically trained for this project. Each member possessed a deep understanding of road damage types and a keen eye for detail. The inclusion of refugees, bringing their unique perspectives and cultural understanding, further enriched the team's expertise.
Hasty Annotation Platform
Utilizing the Hasty annotation platform, we streamlined the process. Hasty's intuitive bounding box annotation tool empowered our team to efficiently and precisely label road damage instances, capturing dimensions, types, and locations with remarkable accuracy.
Rigorous Quality Control: A Commitment to Excellence
At Subul, we prioritize data quality above all else. To ensure top-notch results, we implemented a thorough quality control process that includes multiple rounds of human review and automated checks. This careful attention to detail guaranteed consistent and accurate annotations, providing the client with a dataset they could rely on.
Result:
Through the precise annotation of 202,036 road damage images, Subul’s dedicated team significantly enhanced the client’s ability to detect and classify road damage. Our high-quality annotated dataset empowered the client to achieve:
- Enhanced Damage Detection: Our annotations enabled the client to distinguish between various road damage types, such as potholes, cracks, and pavement deformations, with exceptional precision. This granular understanding empowered them to prioritize maintenance efforts.
- Proactive Road Maintenance: The annotated dataset allowed the client to track damage progression over time, enabling proactive maintenance and repair measures before issues escalated, contributing significantly to road safety.
- Optimized Resource Allocation: By pinpointing damage location and type (Annotation Type: Bounding Box), the client could optimize resource allocation, ensuring critical areas received the most immediate attention.
Conclusion
Our expertise in image annotation, combined with the dedication and skills of our team—including a significant number of refugees—and robust quality control measures, played a pivotal role in enhancing the client’s road damage detection capabilities. By delivering a comprehensive dataset of accurately annotated road damage images, we helped the client improve road safety and infrastructure management. This project exemplifies the positive impact that collaboration and a commitment to quality can have on real-world challenges
How Subul Data Annotation Works For You
Personalized and Fully Managed
Get a dedicated project manager to handle everything from guidelines to quality control, ensuring a seamless experience from start to finish.
Multilayer Quality Control
Experience the assurance of multi-tiered QC processes, including peer review and expert checks, guaranteeing a minimum accuracy of 98%.
Diverse and Scalable Workforce
Access a diverse team of industry experts, assembled within 72 hours, tailored to fit your project's specific needs and scale.
Unbiased and Compliant
Rely on our rigorously trained workforce for unbiased data, perfectly aligned with international privacy and AI standards.
Express Delivery
Benefit from our dynamic workforce, capable of rapidly scaling up to meet tight deadlines and ensure swift project delivery.
Direct Social Impact
Make a difference with every project; our entire workforce comes from refugee and disadvantaged backgrounds, contributing to social goals.
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