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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
4614
Venue
SIGMOD
Year
2012
Pagerank
0.00019945234
Overall Rank
369 | 97.48%
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 57 citing papers.

Rank Citing Paper Year Venue Pagerank
332 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020920444
580 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016157635
705 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014829964
805 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00013891999
990 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00012796562
1,357 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00011043994
1,430 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.0001080902
1,546 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010407159
1,572 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010329197
1,735 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 9.9004924e-05
1,934 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 9.4561907e-05
2,010 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 9.3085202e-05
2,303 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 8.7783079e-05
2,572 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4027322e-05
2,673 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.2730112e-05
3,108 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.7499741e-05
3,279 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.5711218e-05
3,286 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 7.5596483e-05
3,335 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 7.5098031e-05
3,799 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.114484e-05
3,858 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.067591e-05
4,060 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 6.9322681e-05
4,116 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.892012e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
4,712 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 6.5506649e-05
4,924 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.4429959e-05
4,927 Neighbor-Sensitive Hashing 2016 VLDB 6.4426453e-05
5,121 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 6.3577317e-05
5,726 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1079184e-05
5,800 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0850924e-05
5,846 Continuously Adaptive Similarity Search 2020 SIGMOD 6.0679671e-05
6,133 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.9654376e-05
6,148 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 5.9593368e-05
6,334 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.9093559e-05
6,404 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.8859287e-05
6,956 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.7303405e-05
7,145 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.6908957e-05
7,240 Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search 2018 SIGMOD 5.6643589e-05
7,426 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.6211019e-05
7,745 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 5.5534781e-05
7,761 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.550467e-05
8,205 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4666548e-05
9,236 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 5.3016261e-05
9,493 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 5.2621754e-05
9,889 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1997534e-05
9,964 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.18753e-05
10,036 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.173224e-05
10,233 Enhancing Graph-based Approximate Maximum Inner Product Search via Norm-Adaptive Partitioning 2026 SIGMOD 5.093636e-05
10,265 LSHAlign: All-Pair Near-Duplicate Text Alignment via LSH 2026 SIGMOD 5.093636e-05
10,336 Accelerating High-Dimensional ANN Search via Skipping Redundant Distance Computations 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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