Dino-NestedUNet improves pathology tumor segmentation by coupling DINOv3 encoders with dense nested decoding, showing gains over UNet++ and Dino-UNet baselines across multiple cohorts including zero-shot tests.
arXiv preprint arXiv:2206.11943 (2022)
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Dino-NestedUNet: Unlocking Foundation Vision Encoders for Pathology Tumor Bulk Segmentation via Dense Decoding
Dino-NestedUNet improves pathology tumor segmentation by coupling DINOv3 encoders with dense nested decoding, showing gains over UNet++ and Dino-UNet baselines across multiple cohorts including zero-shot tests.