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Preprint Aug 2026

Standalone DINOv3 for Training-Free Open-Vocabulary Semantic Segmentation in Remote Sensing

DinoSplat-OV is proposed, a training-free framework that adapts DINOv3 to remote sensing without fine-tuning or additional pretraining, effectively filling the gap of DINO-series models in training-free open-vocabulary segmentation and providing a viable new path for further advances in this direction.

Changhao Zhao, Haoxiang Li, Yuke Li et al. · 0 citations

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