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DINOv3 features plus vector database: a retraining-free approach for fixed-camera scenarios

DINOv3 features plus a vector database can achieve retraining-free operation in fixed-camera scenarios. Mechanistically, this works by changing the data rather than the model; in terms of cost, it shortens the cycle and carries no regression risk. The approach has clear boundaries of applicability: fixed viewpoint, a limited number of categories, stable lighting, and available operations and maintenance conditions.

Part of the event: DINOv3 Features Plus Vector Database: A Retraining-Free Solution for Fixed Cameras

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