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VIVA: An End-to-End System for Interactive Video Analytics

Summary: VIVA provides end-to-end interactive video analytics by co-optimizing queries across structured/unstructured data, storage, and heterogeneous DNN accelerators. Innovations: relational hints, a mixed-data query optimizer, an embedding cache, and a video file manager + accelerator engine. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
466
Venue
CIDR
Year
2022
Pagerank
6.027004e-05
Overall Rank
4,641 | 67.72%
DOI
-

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Showing 9 of 9 citing papers.

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Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010801504
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
224 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00032746205
316 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00027988668
591 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00019569071
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935
736 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017447617
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,388 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012260926
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011239313
2,077 Efficient Discovery of Approximate Dependencies 2018 VLDB 9.6001836e-05
2,251 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.1986441e-05
3,293 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.2629834e-05
3,558 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9765724e-05
4,269 VSS: A Storage System for Video Analytics 2021 SIGMOD 6.306798e-05
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
6,285 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1280578e-05
8,293 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 4.5435639e-05
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