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Ablation studies (see Appendix A) confirm that contribute the largest gain for the medical imaging task (+2.3 % AUC), whereas lighting variation is the dominant factor for object detection (+1.9 % mAP).
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Synthetic data can alleviate privacy concerns; however, realistic generation of human faces or speech raises potential misuse (deepfakes). VMS‑K85 includes a that, when enabled, injects detectable watermarks into generated media and logs provenance metadata. Users are required to acknowledge the Responsible Synthetic Data Use Policy before accessing the repository.
VladModelSY107Karinacustomsets 85: A High‑Quality Framework for Synthetic Data Generation and Benchmarking