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Top-K Deep Video Analytics: A Probabilistic Approach

Summary: Everest enables efficient Top-K video analytics with probabilistic guarantees. Integrates deep CV models, uncertain data management, and Top-K query processing to rank top frames; yields 14.3x–20.6x efficiency on real videos and Visual Road. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0d687ac61a038d35
Venue
SIGMOD
Year
2021
Pagerank
5.9861675e-05
Overall Rank
5,805 | 60.99%
DOI
10.1145/3448016.3452786

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{lai_sigmod21,
        title = {{Top-K Deep Video Analytics: A Probabilistic Approach}},
        author = {Lai, Ziliang and Han, Chenxia and Liu, Chris and Zhang, Pengfei and Lo, Eric and Kao, Ben},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3452786},
        url = {https://dl.acm.org/doi/10.1145/3448016.3452786},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
282 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022302793
352 The Query By Image Content (QBIC) System 1995 SIGMOD 0.00020218955
396 On Saying "Enough Already!" in SQL 1997 SIGMOD 0.00019153354
541 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016663833
1,023 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012430702
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,397 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010787659
2,385 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5393531e-05
2,534 STRG-Index: Spatio-Temporal Region Graph Indexing for Large Video Databases 2005 SIGMOD 8.3296392e-05
2,705 Panorama: A Data System for Unbounded Vocabulary Querying over Video 2020 VLDB 8.1096249e-05
3,429 SVQ: Streaming Video Queries 2019 SIGMOD 7.3032345e-05
3,632 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.146238e-05
3,951 Visual Road: A Video Data Management Benchmark 2019 SIGMOD 6.9020381e-05
4,455 Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases 2000 SIGMOD 6.590214e-05
4,918 Crowdsourced Top-k Queries by Confidence-Aware Pairwise Judgments 2017 SIGMOD 6.3523802e-05
5,176 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 6.2400289e-05
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