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NoScope: Optimizing Neural Network Queries over Video at Scale

Summary: Auto-sequences a cascade of specialized and difference detectors to accelerate neural-network video queries while preserving reference-model accuracy. A cost-based optimizer tunes the cascade per video/object, delivering up to 15,500x real-time speedups with 1–5% accuracy loss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11442
Venue
VLDB
Year
2017
Pagerank
0.00027988668
Overall Rank
316 | 97.81%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 55 citing papers.

Rank Citing Paper Year Venue Pagerank
329 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00027249545
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935
1,388 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012260926
1,657 Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine 2019 CIDR 0.00010987105
1,963 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 9.929429e-05
2,533 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5899934e-05
2,863 Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations 2019 SIGMOD 7.9877991e-05
3,206 Panorama: A Data System for Unbounded Vocabulary Querying over Video 2020 VLDB 7.3826363e-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
3,604 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 6.9301368e-05
3,606 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.9260354e-05
3,620 SVQ: Streaming Video Queries 2019 SIGMOD 6.9084299e-05
4,213 SVQ++: Querying for Object Interactions in Video Streams 2020 SIGMOD 6.3553296e-05
4,225 Vaas: Video Analytics At Scale 2020 VLDB 6.3469943e-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
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
4,748 Rafiki: Machine Learning as an Analytics Service System 2019 VLDB 5.9526539e-05
4,751 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 5.9485403e-05
4,865 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 5.8684353e-05
4,909 A Method for Optimizing Opaque Filter Queries 2020 SIGMOD 5.8338804e-05
4,950 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 5.8104133e-05
5,171 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 5.6464993e-05
5,658 Databases Unbound: Querying All of the World's Bytes with AI 2024 VLDB 5.385675e-05
5,806 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3200643e-05
6,285 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1280578e-05
6,315 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 5.1142298e-05
6,590 Interactive Demonstration of Probabilistic Predicates 2018 SIGMOD 5.0010949e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,805 Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques 2023 VLDB 4.6462265e-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
8,080 Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines 2024 VLDB 4.5911668e-05
8,247 Query-Driven Video Event Processing for the Internet of Multimedia Things 2021 VLDB 4.5511197e-05
8,277 TQVS: Temporal Queries over Video Streams in Action 2020 SIGMOD 4.5436203e-05
8,469 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 4.5041113e-05
8,672 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4710897e-05
8,829 A Distributed System for Large-scale n-gram Language Models at Tencent 2019 VLDB 4.4406886e-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
9,765 TVM: A Tile-based Video Management Framework 2024 VLDB 4.2856106e-05
9,786 RALF: Accuracy-Aware Scheduling for Feature Store Maintenance 2024 VLDB 4.2827012e-05
9,990 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 4.1945683e-05
10,064 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 4.1945683e-05
10,215 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 4.1945683e-05
10,325 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.1945683e-05
10,523 Scalable Complex Event Processing on Video Streams 2025 SIGMOD 4.1945683e-05
10,662 ArrayMorph: Optimizing Hyperslab Queries on the Cloud for Machine Learning Pipelines 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

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