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MIRIS: Fast Object Track Queries in Video

Summary: Query-driven tracking fuses object-tracking with predicate evaluation to accelerate object-track queries in video databases. Adaptive framerate: low by default, upsampled as needed for accuracy, achieving ~9x speedups over the IOU tracker. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hfd80401b0022bcd5
Venue
SIGMOD
Year
2020
Pagerank
0.00012430491
Overall Rank
1,024 | 93.12%
DOI
10.1145/3318464.3389692

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bastani_sigmod20,
        title = {{MIRIS: Fast Object Track Queries in Video}},
        author = {Bastani, Favyen and He, Songtao and Balasingam, Arjun and Gopalakrishnan, Karthik and Alizadeh, Mohammad and Balakrishnan, Hari and Cafarella, Michael and Kraska, Tim and Madden, Sam},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389692},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389692},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
3,650 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1341771e-05
3,753 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.0502734e-05
3,778 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0259119e-05
3,806 Vaas: Video Analytics At Scale 2020 VLDB 7.0107906e-05
3,884 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.948464e-05
3,948 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 6.9053923e-05
4,287 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6869736e-05
4,495 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 6.5769374e-05
4,557 Databases Unbound: Querying All of the World’s Bytes with AI 2024 VLDB 6.5356905e-05
4,775 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.4193428e-05
5,551 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 6.0872198e-05
5,804 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.9888455e-05
5,970 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.9316412e-05
6,583 Extract-Transform-Load for Video Streams 2023 VLDB 5.7438181e-05
7,009 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 5.6222568e-05
7,447 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 5.5240718e-05
7,801 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.4507311e-05
8,686 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.2905577e-05
8,749 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2852539e-05
9,315 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.1958747e-05
9,539 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.1621607e-05
9,541 DoveDB: A Declarative and Low-Latency Video Database 2023 VLDB 5.1619246e-05
9,589 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.1567377e-05
9,602 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1542184e-05
9,624 Interactive Demonstration of EVA 2023 VLDB 5.1492598e-05
9,645 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.1453267e-05
10,043 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 5.0921006e-05
10,107 TVM: A Tile-based Video Management Framework 2024 VLDB 5.0789354e-05
10,108 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.0789354e-05
10,109 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 5.0789354e-05
10,839 Craw: A Unified and Efficient Querying Framework for Large-Scale Video Datasets 2026 VLDB 4.9793485e-05
11,069 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.9793485e-05
11,111 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.9793485e-05
11,207 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.9793485e-05
11,310 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.9793485e-05
11,509 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.9793485e-05
11,596 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

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