TVM: A Tile-based Video Management Framework

Summary: TVM builds a workload-agnostic semantic index at tile granularity to avoid decoding/DNN inference on irrelevant video regions. It pairs an optimal index-construction using cost functions and pseudo-labels with query-driven parallel tile decoding and caching, yielding >5.6x throughput improvements. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13745
Venue: VLDB
Year: 2024
Pagerank: 4.2856106e-05
Overall Rank: 9,765 | 32.07%
DOI: 10.14778/3636218.3636224

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,716	nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems	2024	VLDB	4.4618187e-05
10,667	Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse	2025	VLDB	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
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
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
4,269	VSS: A Storage System for Video Analytics	2021	SIGMOD	6.306798e-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
4,865	OTIF: Efficient Tracker Pre-processing over Large Video Datasets	2022	SIGMOD	5.8684353e-05
5,173	FiGO: Fine-Grained Query Optimization in Video Analytics	2022	SIGMOD	5.6447253e-05
5,290	LightDB: A DBMS for Virtual Reality Video	2018	VLDB	5.5828169e-05

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10,503	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1945683e-05
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