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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
0.00012430702
Overall Rank
1,023 | 93.13%
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
3,640 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1410511e-05
3,754 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.0473286e-05
3,780 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0225859e-05
3,807 Vaas: Video Analytics At Scale 2020 VLDB 7.0081164e-05
3,877 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.9496983e-05
3,947 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 6.9052646e-05
4,273 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6895276e-05
4,481 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 6.5788124e-05
4,558 Databases Unbound: Querying All of the World’s Bytes with AI 2024 VLDB 6.5333125e-05
4,778 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.4165071e-05
5,553 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 6.0843382e-05
5,805 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.9861675e-05
5,948 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.934521e-05
6,586 Extract-Transform-Load for Video Streams 2023 VLDB 5.741099e-05
7,010 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 5.6195953e-05
7,398 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.5342864e-05
7,451 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 5.5214568e-05
8,694 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.2880532e-05
8,757 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2827519e-05
9,324 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.193415e-05
9,548 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.159717e-05
9,550 DoveDB: A Declarative and Low-Latency Video Database 2023 VLDB 5.159481e-05
9,597 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.1542966e-05
9,610 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1517785e-05
9,631 Interactive Demonstration of EVA 2023 VLDB 5.1468222e-05
9,653 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.142891e-05
10,048 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 5.0896901e-05
10,111 TVM: A Tile-based Video Management Framework 2024 VLDB 5.0765311e-05
10,112 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.0765311e-05
10,113 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 5.0765311e-05
10,849 Craw: A Unified and Efficient Querying Framework for Large-Scale Video Datasets 2026 VLDB 4.9769913e-05
11,078 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.9769913e-05
11,120 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.9769913e-05
11,216 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.9769913e-05
11,318 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.9769913e-05
11,515 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.9769913e-05
11,602 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.9769913e-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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