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Joe M. Bingham

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#computer vision Preprint Aug 2026

TRACE: Transparent Retrieval for Abstract Concept Evaluation

This work compares six off-the-shelf VLMs against a transparent baseline that uses classical SIFT keypoint matching and a signal-quality index over retrieved images, and shows that a learned visual representation is not the bottleneck for this task: given retrieved images, a shape-appropriate classical similarity suffi...

Joe M. Bingham · 0 citations

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