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: 12500
Venue: VLDB
Year: 2021
Pagerank: 5.1235353e-05
Overall Rank: 6,282 | 56.35%
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
2,321	High-Throughput Vector Similarity Search in Knowledge Graphs	2023	SIGMOD	9.0359336e-05
4,642	VIVA: An End-to-End System for Interactive Video Analytics	2022	CIDR	6.0214283e-05
10,420	MicroNN: An On-device Disk-resident Updatable Vector Database	2025	SIGMOD	4.1905499e-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
317	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.0002798145
332	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027173479
694	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018031141
730	AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data	2020	VLDB	0.00017443615
1,271	The Yin and Yang of Processing Data Warehousing Queries on GPU Devices	2013	VLDB	0.00012900735
1,655	Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine	2019	CIDR	0.000109771
2,336	Concurrent Analytical Query Processing with GPUs	2014	VLDB	9.0106308e-05
2,753	Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores	2015	VLDB	8.1722714e-05
3,212	Panorama: A Data System for Unbounded Vocabulary Querying over Video	2020	VLDB	7.3772955e-05
4,221	Vaas: Video Analytics At Scale	2020	VLDB	6.3414314e-05
12,012	Fatman: Cost-saving and reliable archival storage based on volunteer resources	2014	VLDB	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,663	Towards Effective Indexing for Very Large Video Sequence Database	2005	SIGMOD	6.0066508e-05
12,184	Effective Data Co-Reduction for Multimedia Similarity Search	2011	SIGMOD	4.1905499e-05
9,007	Qcluster: Relevance Feedback Using Adaptive Clustering for Content-Based Image Retrieval	2003	SIGMOD	4.4066007e-05
4,232	Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases	2000	SIGMOD	6.3324137e-05
8,646	Optimizing Video Selection LIMIT Queries With Commonsense Knowledge	2024	VLDB	4.4720866e-05
13,592	Studying Interaction Methodologies in Video Retrieval	2008	VLDB	-
12,024	Effective Multi-Modal Retrieval based on Stacked Auto-Encoders	2014	VLDB	4.1905499e-05
12,232	Multiple Feature Fusion for Social Media Applications	2010	SIGMOD	4.1905499e-05
3,599	Spatial and Temporal Constrained Ranked Retrieval over Videos	2022	VLDB	6.92963e-05
3,515	Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources	2013	SIGMOD	7.0191008e-05