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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
0.00020558018
Overall Rank
339 | 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
286 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00022090962
562 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00016344855
650 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00015142453
710 Cache locality is not enough: High-Performance Nearest Neighbor Search with Product Quantization Fast Scan 2016 VLDB 0.00014598403
802 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013822222
925 SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search 2014 VLDB 0.00013026835
1,318 VHP: Approximate Nearest Neighbor Search via Virtual Hypersphere Partitioning 2020 VLDB 0.00011035606
1,460 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 0.00010558941
1,524 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.0001033427
1,601 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010092977
1,618 Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces 2023 VLDB 0.00010045437
1,881 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 9.4262036e-05
1,968 SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024 SIGMOD 9.2810141e-05
2,426 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.4692316e-05
2,501 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.359489e-05
2,728 iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024 SIGMOD 8.0686023e-05
2,791 Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024 SIGMOD 7.9939669e-05
2,836 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9410774e-05
2,968 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 7.7879589e-05
3,389 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.329962e-05
3,552 A General and Efficient Querying Method for Learning to Hash 2018 SIGMOD 7.1888282e-05
3,876 RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search 2024 VLDB 6.9349247e-05
4,077 Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search 2025 VLDB 6.8040917e-05
4,157 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 6.7596305e-05
4,171 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 6.7511262e-05
4,703 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4458272e-05
4,873 Neighbor-Sensitive Hashing 2016 VLDB 6.3580715e-05
5,069 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.2764765e-05
5,227 Point-to-Hyperplane Nearest Neighbor Search Beyond the Unit Hypersphere 2021 SIGMOD 6.2080477e-05
5,467 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1037173e-05
5,526 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.0804398e-05
5,891 ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023 VLDB 5.9396547e-05
5,903 MIRAGE-ANNS: Mixed Approach Graph-based Indexing for Approximate Nearest Neighbor Search 2025 SIGMOD 5.9357915e-05
5,947 Continuously Adaptive Similarity Search 2020 SIGMOD 5.9194655e-05
6,146 Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025 VLDB 5.8561603e-05
6,256 Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search 2025 VLDB 5.8162066e-05
7,121 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.580601e-05
7,286 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5493084e-05
7,349 Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search 2018 SIGMOD 5.5301663e-05
7,358 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 5.5288758e-05
7,616 DEG: Efficient Hybrid Vector Search Using the Dynamic Edge Navigation Graph 2025 SIGMOD 5.4672835e-05
7,719 VSAG: An Optimized Search Framework for Graph-based Approximate Nearest Neighbor Search 2025 VLDB 5.4543461e-05
7,926 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 5.4083603e-05
8,880 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.2447315e-05
9,562 SAQ: Pushing the Limits of Vector Quantization through Code Adjustment and Dimension Segmentation 2026 SIGMOD 5.1465543e-05
9,710 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 5.1246696e-05
9,947 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 5.0910746e-05
10,162 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.0579479e-05
10,526 Enhancing Graph-based Approximate Maximum Inner Product Search via Norm-Adaptive Partitioning 2026 SIGMOD 4.9605343e-05
10,555 LSHAlign: All-Pair Near-Duplicate Text Alignment via LSH 2026 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

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