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by Antoine Tardif • Published June 4, 2025 at 06:01 PM
Business

Voxel51s New Auto-Labeling Tech Promises to Slash Annotation Costs by 100,000x

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Voxel51 has developed an innovative auto-labeling system that achieves up to 95% of human-level accuracy while being 5,000 times faster and up to 100,000 times more cost-effective than traditional manual annotation. Benchmarking foundation models such as YOLO-World and Grounding DINO across datasets like COCO, LVIS, BDD100K, and VOC, the study demonstrates that models trained solely on AI-generated labels can perform on par with or better than those trained on human annotations, signaling a potential paradigm shift in data labeling practices. This breakthrough significantly reduces the reliance on manual

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