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Depth Estimation

State-of-the-art results and strong generalization on estimating depth from a single image.

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Semantic Segmentation

Competitive results without any fine-tuning on clustering an images into object classes.

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Instance Retrieval

Directly use frozen features to find art pieces similar to an image from a large art collection.

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Dense Matching

Consistently map all parts of an image without supervision.

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Sparse Matching

Compare DINOv2 patch features across two images to match their most similar parts.