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dino.txt is a unified framework extending Meta's DINOv2 to align vision and language models for advanced zero-shot classification and open-vocabulary segmentation. It efficiently bridges self-supervised vision encoders with text, enabling precise image-text alignment at both global and pixel levels. The implementation is available in the DINOv3 GitHub repository . DINOv2 Meets Text: A Unified Framework for Image - arXiv