SAM 3.1 encoder to DINOv3 distillation

One-epoch Phase-1 encoder distillation run. The DINOv3 ViT-S/16 student was trained to match dense features from a frozen, fine-tuned SAM 3.1 visual trunk. The SAM decoder and temporal tracker were not trained in this phase.

This checkpoint is a research artifact and is not a standalone SAM checkpoint. The source highlight media and SAM checkpoint are not redistributed here.

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