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| Task | Real‑Data Baseline | Synthetic (VMS‑K85) | Gap | Relative Cost Reduction | |------|-------------------|----------------------|-----|--------------------------| | Object Detection (mAP) | 0.485 | 0.467 | | 82 % | | Speech‑to‑Text (WER) | 7.8 % | 8.4 % | +0.6 % | 78 % | | Anomaly Detection (AUROC) | 0.945 | 0.928 | −1.8 % | 85 % | | Medical Classification (AUC) | 0.872 | 0.859 | −1.5 % | 80 % | vladmodelsy107karinacustomsets 85 high quality

All models are trained on either synthetic or real data, using identical hyper‑parameters.

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h2 font-size: 1.8rem; margin-top: 2rem; border-bottom: 1px solid #ccc; padding-bottom: 5px; The SY107 Karina Custom Sets on VladModels represent

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