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| Name | Modality | #Samples | Key Parameter Subset | |------|----------|----------|----------------------| | VMS‑K85‑COCO‑SYN | Image | 120 k | Object diversity, lighting variance | | VMS‑K85‑LIBRI‑SYN | Audio | 250 h | Speaker pitch, room acoustics | | VMS‑K85‑TS‑FIN | Time‑Series | 1 M | Trend, anomaly frequency | | VMS‑K85‑MED‑XRAY | Image (Medical) | 30 k | KARINA‑XRay (custom phantom) | vladmodelsy107karinacustomsets 85 high quality
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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).