Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale

Summary: Mixer: class-based features with separate production/execution layers for images and videos. Two retrieval layers enable aggregation; on Baidu, model production time halved and throughput 9.14x, with 95% precision and 97% recall for video retrieval. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12499
Venue: VLDB
Year: 2021
Pagerank: 5.1280578e-05
Overall Rank: 6,285 | 56.28%
DOI: 10.14778/3476311.3476371

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,320	High-Throughput Vector Similarity Search in Knowledge Graphs	2023	SIGMOD	9.0366225e-05
4,641	VIVA: An End-to-End System for Interactive Video Analytics	2022	CIDR	6.027004e-05
10,409	MicroNN: An On-device Disk-resident Updatable Vector Database	2025	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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
696	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018048935
736	AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data	2020	VLDB	0.00017447617
1,273	The Yin and Yang of Processing Data Warehousing Queries on GPU Devices	2013	VLDB	0.00012912938
1,657	Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine	2019	CIDR	0.00010987105
2,330	Concurrent Analytical Query Processing with GPUs	2014	VLDB	9.0192228e-05
2,751	Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores	2015	VLDB	8.1760621e-05
3,206	Panorama: A Data System for Unbounded Vocabulary Querying over Video	2020	VLDB	7.3826363e-05
4,225	Vaas: Video Analytics At Scale	2020	VLDB	6.3469943e-05
12,004	Fatman: Cost-saving and reliable archival storage based on volunteer resources	2014	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,666	Towards Effective Indexing for Very Large Video Sequence Database	2005	SIGMOD	6.0124339e-05
12,176	Effective Data Co-Reduction for Multimedia Similarity Search	2011	SIGMOD	4.1945683e-05
9,003	Qcluster: Relevance Feedback Using Adaptive Clustering for Content-Based Image Retrieval	2003	SIGMOD	4.4106026e-05
4,232	Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases	2000	SIGMOD	6.3377333e-05
8,672	Optimizing Video Selection LIMIT Queries With Commonsense Knowledge	2024	VLDB	4.4710897e-05
13,579	Studying Interaction Methodologies in Video Retrieval	2008	VLDB	-
12,016	Effective Multi-Modal Retrieval based on Stacked Auto-Encoders	2014	VLDB	4.1945683e-05
12,224	Multiple Feature Fusion for Social Media Applications	2010	SIGMOD	4.1945683e-05
3,604	Spatial and Temporal Constrained Ranked Retrieval over Videos	2022	VLDB	6.9301368e-05
3,510	Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources	2013	SIGMOD	7.0258619e-05