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AAAI 2025official proceedings

Efficient Image Similarity Search with Quadtrees (Student Abstract)

Yifan Zhang, Jeff Heflin

PDF 由论文原始站点提供,PaperCompass 不保存论文文件。DOI 10.1609/aaai.v39i28.35324 ↗

摘要

In this paper, we present a new image similarity search algorithm designed to enhance traditional information retrieval(IR) by adding an image search capability. Our approach uses a quadtree data structure to organize image data, significantly reducing search space and improving retrieval efficiency. We describe an indexing strategy and two query algorithms that can be implemented in any IR system. We tested our method on a 70K material microscopy image dataset, achieving a 25 times improvement in retrieval speed with only a 20% reduction in ranking accuracy.