Panorama: A Data System for Unbounded Vocabulary Querying over Video

Summary: Panorama: a data system for unbounded vocabulary querying over video. Unified, domain-agnostic architecture generalizes to unseen vocabularies without retraining, blending ML, vision, databases, and multimedia techniques to boost efficiency (2x–20x) while maintaining accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12251
Venue: VLDB
Year: 2020
Pagerank: 7.3772955e-05
Overall Rank: 3,212 | 77.68%
DOI: 10.14778/3372716.3372721

Incoming Non-self Citations Over Time

Authors

1. Yuhao Zhang
2. Arun Kumar

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,265	VSS: A Storage System for Video Analytics	2021	SIGMOD	6.3012892e-05
4,492	TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data	2022	SIGMOD	6.1374891e-05
4,703	Accelerating Approximate Aggregation Queries with Expensive Predicates	2021	VLDB	5.9793615e-05
5,168	FiGO: Fine-Grained Query Optimization in Video Analytics	2022	SIGMOD	5.6446115e-05
6,122	VOCAL: Video Organization and Interactive Compositional AnaLytics	2022	CIDR	5.1966758e-05
6,184	Top-K Deep Video Analytics: A Probabilistic Approach	2021	SIGMOD	5.1636368e-05
6,282	Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale	2021	VLDB	5.1235353e-05
6,306	Seiden: Revisiting Query Processing in Video Database Systems	2023	VLDB	5.1146055e-05
7,334	Aero: Adaptive Query Processing of ML Queries	2025	SIGMOD	4.7538944e-05
7,911	Accelerating Aggregation Queries on Unstructured Streams of Data	2023	VLDB	4.6143141e-05
8,709	ANN Softmax: Acceleration of Extreme Classification Training	2022	VLDB	4.4584416e-05
8,864	Cerebro: A Layered Data Platform for Scalable Deep Learning	2021	CIDR	4.4283952e-05
9,771	VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building	2023	VLDB	4.2815042e-05
9,787	The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format	2024	SIGMOD	4.2799988e-05
10,675	Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 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
2,960	The Role of Massively Multi-Task and Weak Supervision in Software 2.0	2019	CIDR	7.8103118e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,184	Top-K Deep Video Analytics: A Probabilistic Approach	2021	SIGMOD	5.1636368e-05
7,922	Video-zilla: An Indexing Layer for Large-Scale Video Analytics	2022	SIGMOD	4.6114931e-05
2,536	DeepLens: Towards a Visual Data Management System	2019	CIDR	8.5817195e-05
317	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.0002798145
4,232	Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases	2000	SIGMOD	6.3324137e-05
10,103	Query-Aware Path Inference from Spatial Videos	2026	SIGMOD	4.1905499e-05
4,947	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8107138e-05
11,064	Optimizing Video Queries with Declarative Clues	2024	VLDB	4.1905499e-05
10,512	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1905499e-05
5,038	VisualWorldDB: A DBMS for the Visual World	2020	CIDR	5.7376543e-05