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Fast Nearest Neighbor Search in Medical Image Databases

Summary: Maps tumor shapes to n-D space via pattern spectrum; uses an R-tree with L∞ lower-bounds to guarantee no false dismissals for range/NN queries. Nearest-neighbor search with safe pruning and a 27× speedup over brute force; validated on tumor data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8346
Venue
VLDB
Year
1996
Pagerank
0.00018437125
Overall Rank
665 | 95.39%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
595 Influence Sets Based on Reverse Nearest Neighbor Queries 2000 SIGMOD 0.00019459302
597 Voronoi-Based K Nearest Neighbor Search for Spatial Network Databases 2004 VLDB 0.00019450818
798 Optimal Multi-Step k-Nearest Neighbor Search 1998 SIGMOD 0.00016484637
802 Evaluating Top-k Selection Queries 1999 VLDB 0.00016440813
1,060 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00014359912
1,272 Continuous Nearest Neighbor Search 2002 VLDB 0.00012871443
1,755 Efficient User-Adaptable Similarity Search in Large Multimedia Databases 1997 VLDB 0.00010661725
2,099 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5429949e-05
2,285 Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data 2001 SIGMOD 9.1097273e-05
3,427 Efficient EMD-based Similarity Search in Multimedia Databases via Flexible Dimensionality Reduction 2008 SIGMOD 7.1016046e-05
3,574 Efficient k-NN Search on Vertically Decomposed Data 2002 SIGMOD 6.9520978e-05
3,802 Time-Parameterized Queries in Spatio-Temporal Databases 2002 SIGMOD 6.7524078e-05
4,330 An Efficient Index Structure for String Databases 2001 VLDB 6.2745131e-05
5,889 Improving Adaptable Similarity Query Processing by Using Approximations 1998 VLDB 5.2842168e-05
6,496 Adaptive Multi-Stage Distance Join Processing 2000 SIGMOD 5.0327729e-05
8,200 Efficient Geometry-based Similarity Search of 3D Spatial Databases 1999 SIGMOD 4.5556029e-05
9,120 Using Sets of Feature Vectors for Similarity Search on Voxelized CAD Objects 2003 SIGMOD 4.3881453e-05
12,235 K-Nearest Neighbor Search for Fuzzy Objects 2010 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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