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DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search

Summary: DET-LSH introduces DE-Tree, an encoding-based index that avoids expensive space partitioning to speed up indexing and support Euclidean range queries. It issues range queries across multiple independent DE-Trees to reduce missed NNs, with probabilistic guarantees and up to 6× indexing / 2× query speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13455
Venue
VLDB
Year
2024
Pagerank
5.0868008e-05
Overall Rank
6,375 | 55.70%
DOI
10.14778/3665844.3665854

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Outgoing Citations (Sorted by Pagerank)

Showing 28 of 28 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032118946
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016113151
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
78 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056385781
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.00051785122
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
579 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.0001982328
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
675 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018304179
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
858 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015833075
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013600695
1,225 SK-LSH : An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013182109
1,934 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00010047294
1,966 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 9.9130791e-05
2,002 Efficient Approximate Nearest Neighbor Search in Multi-dimensional Databases 2023 SIGMOD 9.8258191e-05
2,099 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5429949e-05
2,160 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.4037759e-05
2,366 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9521259e-05
2,969 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 7.7955562e-05
3,199 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.3999833e-05
3,403 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1338786e-05
3,544 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.98759e-05
4,230 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 6.3337893e-05
5,156 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6534878e-05
5,747 Hercules Against Data Series Similarity Search 2022 VLDB 5.3427166e-05
7,090 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8318862e-05
9,208 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.3693005e-05
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