A frozen DINOv3 backbone plus a simple MLP head reportedly beats specialized segmentation models on six benchmarks, but the evidence lacks statistical rigor.
Anomalydino: Boosting patch-based few-shot anomaly detection with dinov2
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SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3
A frozen DINOv3 backbone plus a simple MLP head reportedly beats specialized segmentation models on six benchmarks, but the evidence lacks statistical rigor.