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Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting

Summary: Collision Counting LSH (C2LSH): dynamic compound LSH from m single LSHs; a point o is a candidate for q if its collision count with q exceeds l. m independent of dimensionality; C2LSH offers guarantees on query quality and outperforms LSB-forest in high-D. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h18d605c4f1335b07
Venue
SIGMOD
Year
2012
Pagerank
0.00020585187
Overall Rank
338 | 97.73%
DOI
10.1145/2213836.2213898

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gan_sigmod12,
        title = {{Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting}},
        author = {Gan, Junhao and Feng, Jianlin and Fang, Qiong and Ng, Wilfred},
        series = {{SIGMOD} '12},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2213836.2213898},
        url = {https://dl.acm.org/doi/10.1145/2213836.2213898},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
298 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021833987
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016335405
650 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015149775
713 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014571977
804 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013832333
927 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013025904
1,328 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011003106
1,485 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010523759
1,530 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010344205
1,601 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010103316
1,625 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 0.0001004502
1,897 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 9.4092345e-05
1,957 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.3159589e-05
2,448 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4494625e-05
2,505 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.3779738e-05
2,726 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0904995e-05
2,783 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 8.0242863e-05
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9711961e-05
2,969 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.8000797e-05
3,385 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3548612e-05
3,546 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.2123214e-05
3,881 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9509289e-05
4,050 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 6.8298981e-05
4,151 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 6.776727e-05
4,598 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 6.5086378e-05
4,688 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4697463e-05
4,856 Neighbor-Sensitive Hashing 2016 VLDB 6.3798143e-05
5,043 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.3002257e-05
5,238 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 6.2169207e-05
5,444 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1268526e-05
5,527 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0936219e-05
5,886 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.9583046e-05
5,920 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.9475097e-05
5,935 Continuously Adaptive Similarity Search 2020 SIGMOD 5.9419167e-05
6,239 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.8382662e-05
6,768 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.686858e-05
7,096 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.601767e-05
7,264 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5703557e-05
7,329 Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search 2018 SIGMOD 5.5505604e-05
7,593 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4880197e-05
7,700 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4750332e-05
7,906 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 5.428873e-05
8,306 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 5.3583322e-05
8,849 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.2646236e-05
9,526 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.166074e-05
9,674 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 5.1441063e-05
9,905 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 5.1103839e-05
10,121 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.0771316e-05
10,449 Enhancing Graph-based Approximate Maximum Inner Product Search via Norm-Adaptive Partitioning 2026 SIGMOD 4.9793485e-05
10,478 LSHAlign: All-Pair Near-Duplicate Text Alignment via LSH 2026 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

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