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What You'll Do:
- Label images and video frames with bounding boxes, polygons, segmentation masks, and SKU-level classifications.
- Annotate edge cases including occlusion, overlapping items, glare, motion blur, and unusual product orientations.
- Maintain consistency against the labeling taxonomy and follow detailed annotation guidelines.
Quality Assurance:
- Compare model predictions to ground-truth labels and document failure modes.
- Audit annotations from peers and contractors to enforce inter-annotator agreement.
- Flag systemic issues such as recurring misclassifications, mislabeled SKUs, or low-quality captures.
Hardware & Process:
- Identify capture issues that indicate hardware problems like blurry frames, poor lighting, or camera misalignment.
- Test devices in lab and field conditions to confirm image quality and end-to-end checkout accuracy.
- Maintain and refine internal labeling guidelines as new SKUs, packaging, and edge cases emerge.
Mashgin
Mashgin powers an AI-driven checkout experience for over 40 million users, using kiosks that ring up items in under a second. The company is a profitable, well-funded Series B startup with a culture of extreme ownership and customer obsession.