The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format

U Sirin, S Idreos - Proceedings of the ACM on Management of Data, 2024 - dl.acm.org
Numerous applications today rely on artificial intelligence over images. Image AI is,
however, extremely expensive. In particular, the inference cost of image AI dominates the …

Predictive and Near-Optimal Sampling for View Materialization in Video Databases

Y Xu, D Zhang, S Zhang, S Wu, Z Feng… - Proceedings of the ACM …, 2024 - dl.acm.org
Scalable video query optimization has re-emerged as an attractive research topic in recent
years. The OTIF system, a video database with cutting-edge efficiency, has introduced a new …

Middleware Support for Edge Data Analytics Over Heterogeneous Scenarios

B Hu, W Hu - 2023 IEEE/ACM Symposium on Edge Computing …, 2023 - ieeexplore.ieee.org
Edge intelligence has been gaining traction and sophistication. The execution settings may
range from a small cluster as an edge cloud to on-device inference on embedded devices …

[图书][B] Data Storage and Exploration in a Video Data Management System

M Daum - 2023 - search.proquest.com
Increasingly many scientific and engineering domains rely on video data, which is
information dense and relatively easy to collect. At the same time, recent advances in …

Evaluating Temporal Queries over Videos

Y Chen - 2023 - yorkspace.library.yorku.ca
Videos have been an important part of people's daily lives and are continuously growing in
terms of volume, size, and variety of content. Recent advances in Computer Vision (CV) …

[PDF][PDF] Gecko: Resource-Efficient and Accurate Queries in Real-Time Video Streams at the Edge

L Wang, X Qu, J Wang, G Li, J Wan, N Zhang, S Guo… - largeaudiomodel.com
Surveillance cameras are ubiquitous nowadays and users' increasing needs for accessing
real-world information (eg, finding abandoned luggage) have urged object queries in real …