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Dogtooth, an innovative agritech startup based in the UK, is revolutionising soft fruit harvesting with their advanced robotics. Determining strawberry ripeness with precision was a critical challenge that required high-quality training data for their machine learning algorithms.
Challenge
Dogtooth needed to accurately grade strawberry ripeness during robotic harvesting—a factor crucial for fruit quality and customer satisfaction. Underripe strawberries lack sweetness and flavor, while overripe ones have limited shelf life. To achieve optimal ripeness detection, Dogtooth required expertly annotated image data to train their machine learning models.
Solution
Recognising the need for specialised expertise, Dogtooth partnered with us to enhance their machine learning models through our expert data annotation service. Our team methodically compared pairs of strawberry images, determining precise ripeness levels according to strict grower specifications.
Throughout our partnership, we delivered thousands of meticulously annotated images. We ensured the training data for Dogtooth’s algorithms was consistently accurate and reliable, reflecting our commitment to excellence and attention to detail.
Results
Our collaboration delivered measurable impact:
- 30% Improved Accuracy: Dogtooth’s machine learning models achieved significantly higher precision in ripeness detection, enabling more efficient harvesting and superior quality control.
- Substantial Waste Reduction: Growers experienced noticeably less waste, optimising resource utilisation and increasing profitability.
- Enhanced Sustainability: By minimising the harvest of improperly ripened berries, the solution contributed to more sustainable farming practices, reducing food waste and maximising yield efficiency.
This partnership transcended a typical client relationship, becoming a collaborative journey driven by shared commitment to agricultural innovation. We’re proud to have supported Dogtooth in realising their vision and making a tangible difference in the agritech sector.
To discover how our expert data annotation services can elevate your agritech solutions and drive similar results for your business, contact us today.
Disclaimer: Aya Data respects client confidentiality and will not share client details or project information without the client's approval.
