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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
5907
Venue
SIGMOD
Year
2020
Pagerank
0.00012260926
Overall Rank
1,388 | 90.35%
DOI
10.1145/3318464.3389692

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
4,225 Vaas: Video Analytics At Scale 2020 VLDB 6.3469943e-05
4,269 VSS: A Storage System for Video Analytics 2021 SIGMOD 6.306798e-05
4,501 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.137686e-05
4,567 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.080526e-05
4,641 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.027004e-05
4,865 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 5.8684353e-05
4,950 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 5.8104133e-05
5,135 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 5.6724721e-05
5,173 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6447253e-05
5,658 Databases Unbound: Querying All of the World's Bytes with AI 2024 VLDB 5.385675e-05
6,130 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1962107e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,338 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 4.7584583e-05
7,922 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 4.615892e-05
7,928 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 4.613455e-05
8,287 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 4.5435639e-05
8,383 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 4.5307128e-05
8,672 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4710897e-05
9,129 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 4.3903093e-05
9,296 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 4.3599613e-05
9,341 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 4.3554097e-05
9,354 Interactive Demonstration of EVA 2023 VLDB 4.3517085e-05
9,374 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 4.3479148e-05
9,765 TVM: A Tile-based Video Management Framework 2024 VLDB 4.2856106e-05
9,768 DoveDB: A Declarative and Low-Latency Video Database 2023 VLDB 4.2856106e-05
9,769 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 4.2856106e-05
9,770 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 4.2856106e-05
9,806 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 4.2805224e-05
10,325 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.1945683e-05
10,382 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.1945683e-05
10,503 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 4.1945683e-05
10,518 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.1945683e-05
10,667 Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.1945683e-05
10,944 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.1945683e-05
11,061 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1945683e-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.

Rank Cited Paper Year Venue Pagerank
316 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00027988668
329 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00027249545
1,657 Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine 2019 CIDR 0.00010987105
2,533 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5899934e-05
3,620 SVQ: Streaming Video Queries 2019 SIGMOD 6.9084299e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
5,173 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6447253e-05
9,768 DoveDB: A Declarative and Low-Latency Video Database 2023 VLDB 4.2856106e-05
9,341 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 4.3554097e-05
8,672 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4710897e-05
3,620 SVQ: Streaming Video Queries 2019 SIGMOD 6.9084299e-05
10,944 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.1945683e-05
8,277 TQVS: Temporal Queries over Video Streams in Action 2020 SIGMOD 4.5436203e-05
4,950 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 5.8104133e-05
11,061 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1945683e-05
4,865 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 5.8684353e-05