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Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine

Summary: Identifies cost and deployment pain in DNN video analytics and presents BlazeIt—an optimizing engine with FrameQL to automate and scale video-analytics pipelines. Demos FrameQL plus ML-debugging and optimizer primitives to make large-scale video queries feasible and outlines remaining systems challenges. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
325
Venue
CIDR
Year
2019
Pagerank
0.00010987105
Overall Rank
1,657 | 88.48%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
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
2,533 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5899934e-05
3,293 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.2629834e-05
3,604 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 6.9301368e-05
4,225 Vaas: Video Analytics At Scale 2020 VLDB 6.3469943e-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
6,285 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1280578e-05
8,277 TQVS: Temporal Queries over Video Streams in Action 2020 SIGMOD 4.5436203e-05
8,287 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 4.5435639e-05
11,061 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 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
330 The Query By Image Content (QBIC) System 1995 SIGMOD 0.00027229588
2,495 STRG-Index: Spatio-Temporal Region Graph Indexing for Large Video Databases 2005 SIGMOD 8.6488427e-05
2,533 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5899934e-05
5,370 Kyrix: Interactive Visual Data Exploration at Scale 2019 CIDR 5.5432976e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
10,503 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 4.1945683e-05
7,922 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 4.615892e-05
8,287 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 4.5435639e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
3,293 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.2629834e-05
4,567 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.080526e-05
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
11,061 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1945683e-05
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935