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Case Study
Transforming Coffee Capsule Recycling with 100% Human Annotation
Coffee Capsule Recycling with Data Annotation
Platform
13 Refugees
in Syria impacted through this project
10,585 images
annotated polygons with ultra high precision
Polygon
Annotation Type
Classification
Shelf Monitoring
Challenge :
Our client faced a major challenge in accurately detecting and categorizing coffee capsules within waste collections. The diversity in capsule shapes, sizes, and materials made it incredibly difficult to sort them effectively. This lack of precision not only hampered the recycling process but also led to increased waste disposal, contributing to environmental pollution.
The challenge wasn’t just technical—it demanded an extraordinary level of attention to detail and precision. This made automation unsuitable for the task, requiring a dedicated human approach to deliver results of the highest quality.
Solution
To meet the client’s needs, Subul took on the challenge with a human-centered approach, leveraging the power of meticulous, 100% human annotation to deliver unmatched accuracy.
Key Features of Our Solution:
- A Dedicated Team of Skilled Annotation Experts:
A team of 13 highly trained annotation professionals, predominantly refugees, was assembled for this project. Our team underwent specialized training to handle the nuances of capsule annotation, ensuring they could identify even the smallest variations in shape, size, and material. - Advanced Tools with Human Expertise:
While we utilized cutting-edge tools like the Hasty platform for polygon-based annotations, the real power came from the human effort. Each annotation was performed manually, ensuring that no detail was overlooked. Capsules with overlapping elements, irregular shapes, or unique attributes were handled with care and precision that no machine could replicate. - Rigorous Quality Control:
Every single image underwent multiple layers of review and cross-checking by our team. This rigorous QA process guaranteed that the final dataset was flawless and exceeded the client’s expectations. - Commitment to Deadlines Without Compromising Quality:
Despite the complexity of the task, our team worked tirelessly to meet tight deadlines. By optimizing workflows and maintaining constant communication, we ensured the project was delivered on time, without sacrificing the accuracy and reliability of our annotations.
FEATURES
Implementation:
Specialized Training
Recognizing the intricate nature of the task, our team received intensive training focused on precision, attention to detail, and the technical use of the Hasty platform.
Meticulous Annotation Process
Our experts worked image by image, identifying overlapping capsules, recognizing slight variations in shapes, and applying appropriate classifications. This painstaking process ensured every image was annotated with unparalleled accuracy.
Round-the-Clock Dedication
Our team worked in shifts to maximize productivity and maintain peak performance. This commitment ensured timely delivery without any compromise in quality.
Result:
- Unmatched Capsule Recognition:
With our highly detailed annotations, the client dramatically improved their ability to identify, classify, and sort coffee capsules of all shapes and sizes. - Streamlined Recycling Processes:
The accuracy of our annotations allowed the client to automate and enhance their recycling systems, reducing waste and increasing operational efficiency. - Environmental Impact:
By improving the sorting process, the client significantly reduced the amount of waste sent to landfills, contributing to a cleaner, greener environment. - Showcasing the Power of Human Talent:
Beyond the technical success, this project demonstrated the value of human annotation. Our team’s dedication, skill, and meticulous attention to detail delivered results that no automated system could achieve. - Empowering Refugee Talent:
This project highlighted Subul’s commitment to social impact by providing meaningful employment to refugee workers. Their hard work not only delivered exceptional results but also built their skills and confidence for future opportunities.
Conclusion
At Subul, we believe that human expertise is the cornerstone of innovation. This project was a testament to our ability to tackle complex challenges with 100% human annotation, delivering unmatched precision and quality.
Through our dedicated efforts, we enabled our client to revolutionize their recycling operations, reduce environmental waste, and set a new standard for sustainability. By combining advanced tools with the irreplaceable value of human talent, Subul continues to make a difference—both for our clients and the world.
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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