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Case Study
Keypoint Cleaning
Keypoint Cleaning Detection and Classification Project
Platform
25 Refugees
in Syria impacted through this project
229,340 images
annotated with ultra high precision
Bounding Box
Annotation Type
Classification
Crop Detection
Challenge :
Our client faced significant challenges in accurately detecting patient movements during sleep using a specialized bed. They needed to identify key joints in the legs, hands, neck, and head to understand the sleeper’s movements, positions, and overall comfort during rest. Accurate detection of these points was crucial for assessing comfort levels and making necessary adjustments to bed design to enhance patient comfort.
Solution
To address these challenges, we provided precise and efficient annotation services, leveraging our expertise in keypoint annotation. Our approach involved:
- Utilizing advanced annotation tools to identify and mark key joints accurately.
- Implementing rigorous quality control measures to ensure the highest accuracy in annotations.
- Training a dedicated team of annotators to specialize in keypoint detection tasks, ensuring consistency and reliability in the results.
By doing so, we aimed to significantly improve the client’s ability to identify sleeping positions and their variations, aiding in the assessment of patient comfort during sleep.
FEATURES
Implementation:
Advanced Tools and Techniques
We employed the latest tools and techniques in keypoint image annotation to ensure precise identification and tracking of movements. This involved the use of sophisticated software that allowed for detailed and accurate marking of key joints in the images.
Specialized Team Training
We assembled and trained a specialized team of annotators, focusing on developing their skills in keypoint detection. Our training programs were designed to ensure that each team member could deliver high-quality annotations consistently.
Robust Quality Control
We implemented a multi-layered quality control process to review and validate the annotations. This included regular audits and feedback sessions to maintain the highest standards of accuracy and reliability. Our quality control measures ensured that the annotated data was free from errors and met the client’s specifications.
Result:
The results of our efforts were highly positive and impactful. The precise annotation of patient images allowed the client to:
- Clearly and accurately identify different sleeping positions and the distinct shapes patients adopt due to frequent movements.
- Assess patient comfort during sleep more effectively, leading to valuable insights for improving bed design and structure.
- Enhance their overall understanding of patient movements and comfort levels, which is crucial for developing better products and improving patient care.
Our team worked diligently to ensure that every annotation was of the highest quality. Despite the large volume of images, our commitment to excellence drove us to deliver the project with a 99% accuracy rate. This high level of precision was achieved through meticulous attention to detail, extensive training, and a robust quality control process.
Conclusion
Our keypoint annotation project for detecting patient movements during sleep demonstrated our capability to handle complex annotation tasks with precision and efficiency. By leveraging our expertise, advanced tools, and a dedicated team, we were able to deliver high-quality annotated datasets that significantly enhanced the client’s ability to assess and improve patient comfort during sleep. This case study underscores our commitment to providing top-notch data annotation services that meet the specific needs of our clients, driving better outcomes and facilitating innovation in their respective fields.
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
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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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