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In: CVPR (2020)

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cs.CV 1

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2026 1

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Dual-Foundation Models for Unsupervised Domain Adaptation

cs.CV · 2026-05-05 · unverdicted · novelty 5.0

Dual use of SAM for broader target pixel learning and DINOv3 for domain-invariant prototypes yields +1.3% and +1.4% mIoU gains over baselines on GTA-to-Cityscapes and SYNTHIA-to-Cityscapes.

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  • Dual-Foundation Models for Unsupervised Domain Adaptation cs.CV · 2026-05-05 · unverdicted · none · ref 55

    Dual use of SAM for broader target pixel learning and DINOv3 for domain-invariant prototypes yields +1.3% and +1.4% mIoU gains over baselines on GTA-to-Cityscapes and SYNTHIA-to-Cityscapes.