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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
0.00020600264
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
297 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00021849337
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016350316
648 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015156941
712 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014593534
803 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013838349
927 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013028642
1,325 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011016872
1,481 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010535847
1,527 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010350688
1,600 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010111099
1,618 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 0.00010053127
1,894 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 9.4129766e-05
1,958 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.3118048e-05
2,444 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4556406e-05
2,501 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.3781962e-05
2,717 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0953706e-05
2,783 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 8.0204877e-05
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9674226e-05
2,955 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.8111585e-05
3,378 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3542798e-05
3,546 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.209991e-05
3,882 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9477043e-05
4,051 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 6.8266649e-05
4,151 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 6.7735189e-05
4,600 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 6.5055567e-05
4,690 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4667478e-05
4,852 Neighbor-Sensitive Hashing 2016 VLDB 6.3776281e-05
5,046 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.2972614e-05
5,222 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 6.2205593e-05
5,449 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.123954e-05
5,530 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0907372e-05
5,886 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.955484e-05
5,903 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.9512758e-05
5,935 Continuously Adaptive Similarity Search 2020 SIGMOD 5.9391038e-05
6,132 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.8755887e-05
6,244 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.8355024e-05
7,098 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.5991152e-05
7,267 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5677188e-05
7,330 Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search 2018 SIGMOD 5.5484252e-05
7,337 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 5.5472184e-05
7,600 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4854217e-05
7,706 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4724414e-05
7,910 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 5.426303e-05
8,859 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.2621314e-05
9,535 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1636285e-05
9,681 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 5.1416711e-05
9,912 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 5.1079647e-05
10,125 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.0747281e-05
10,460 Enhancing Graph-based Approximate Maximum Inner Product Search via Norm-Adaptive Partitioning 2026 SIGMOD 4.9769913e-05
10,489 LSHAlign: All-Pair Near-Duplicate Text Alignment via LSH 2026 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

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