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Edge video analytics: A survey on applications, systems and enabling techniques
Video, as a key driver in the global explosion of digital information, can create tremendous
benefits for human society. Governments and enterprises are deploying innumerable …
benefits for human society. Governments and enterprises are deploying innumerable …
Optimizing video analytics with declarative model relationships
The availability of vast video collections and the accuracy of ML models has generated
significant interest in video analytics systems. Since naively processing all frames using …
significant interest in video analytics systems. Since naively processing all frames using …
Equi-vocal: Synthesizing queries for compositional video events from limited user interactions
We introduce EQUI-VOCAL: a new system that automatically synthesizes queries over
videos from limited user interactions. The user only provides a handful of positive and …
videos from limited user interactions. The user only provides a handful of positive and …
Databases Unbound: Querying All of the World's Bytes with AI
Over the past five decades, the relational database model has proven to be a scaleable and
adaptable model for querying a variety of structured data, with use cases in analytics …
adaptable model for querying a variety of structured data, with use cases in analytics …
Seiden: Revisiting query processing in video database systems
State-of-the-art video database management systems (VDBMSs) often use lightweight proxy
models to accelerate object retrieval and aggregate queries. The key assumption underlying …
models to accelerate object retrieval and aggregate queries. The key assumption underlying …
Extract-transform-load for video streams
Social media, self-driving cars, and traffic cameras produce video streams at large scales
and cheap cost. However, storing and querying video at such scales is prohibitively …
and cheap cost. However, storing and querying video at such scales is prohibitively …
[PDF][PDF] VIVA: An End-to-End System for Interactive Video Analytics.
The growth of video volumes and increased DNN capabilities has led to a growing desire for
video analytics. In response, the data analytics community has proposed multiple systems …
video analytics. In response, the data analytics community has proposed multiple systems …
Exsample: Efficient searches on video repositories through adaptive sampling
Capturing and processing video is increasingly common as cameras become cheaper to
deploy. At the same time, rich video-understanding methods have progressed greatly in the …
deploy. At the same time, rich video-understanding methods have progressed greatly in the …
OTIF: Efficient tracker pre-processing over large video datasets
Performing analytics tasks over large-scale video datasets is increasingly common in a wide
range of applications, from traffic planning to sports analytics. These tasks generally involve …
range of applications, from traffic planning to sports analytics. These tasks generally involve …
Optimizing machine learning inference queries with correlative proxy models
We consider accelerating machine learning (ML) inference queries on unstructured
datasets. Expensive operators such as feature extractors and classifiers are deployed as …
datasets. Expensive operators such as feature extractors and classifiers are deployed as …