Interactive Demonstration of EVA
Authors: 
Gaurav Tarlok Kakkar, Aryan Rajoria, Myna Prasanna Kalluraya, Ashmita Raju, Jiashen Cao, Kexin Rong, Joy ArulrajAuthors Info & Claims
Pages 4082 - 4085
Abstract
In this demonstration, we will present EVA, an end-to-end AI-Relational database management system. We will demonstrate the capabilities and utility of EVA using three usage scenarios: (1) EVA serves as a backend for an exploratory video analytics interface developed using Streamlit and React, (2) EVA seamlessly integrates with the Python and Data Science ecosystems by allowing users to access EVA in a Python notebook alongside other popular libraries such as Pandas and Matplotlib, and (3) EVA facilitates bulk labeling with Label Studio, a widely-used labeling framework. By optimizing complex vision queries, we illustrate how EVA allows a wide range of application developers to harness the recent advances in computer vision.
References
[1]
2022-07-01. Apache Parquet. https://parquet.apache.org/.
[2]
Favyen Bastani and et al. 2020. MIRIS: Fast Object Track Queries in Video. In SIGMOD. 1907--1921.
[3]
Gary Bradski. 2000. The openCV library. Dr. Dobb's Journal: Software Tools for the Professional Programmer 25, 11 (2000), 120--123.
[4]
Jiashen Cao et al. 2022. FiGO: Fine-Grained Query Optimization in Video Analytics. In SIGMOD. 559--572.
[5]
Keith Curtis et al. 2020. HLVU: A New Challenge to Test Deep Understanding of Movies the Way Humans do. In Proceedings of the 2020 International Conference on Multimedia Retrieval. 355--361.
[6]
Maureen Daum and et al. 2022. VOCAL: Video Organization and Interactive Compositional AnaLytics. In CIDR.
[7]
Jeff Dean et al. 2018. A new golden age in computer architecture: Empowering the machine-learning revolution. MICRO 38, 2 (2018), 21--29. Publisher: IEEE.
[8]
Jeremy Elson et al. 2007. Asirra: a CAPTCHA that exploits interest-aligned manual image categorization. CCS 7, 366--374.
[9]
G. Graefe. 1995. The Cascades Framework for Query Optimization. IEEE Data Eng. Bull. 18, 3 (1995), 19--29.
[10]
Gaurav Tarlok Kakkar et al. 2023. EVA: An End-to-End Exploratory Video Analytics System. In Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning. 1--5.
[11]
Daniel Kang et al. 2019. BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics. Proc. VLDB Endow. 13 (2019), 533--546.
[12]
Daniel Kang et al. 2022. VIVA: An End-to-End System for Interactive Video Analytics. In CIDR.
[13]
Marc-André Lemburg. 2001. Python Database API Specification v2.0. PEP 249. https://peps.python.org/pep-0249/
[14]
Pandas. 2020.pandas-dev/pandas: Pandas.
[15]
Adam Paszke and et al. 2019. PyTorch: An Imperative Style, High-Performance Deep Learning Library. In NeurIPS.
[16]
Neal Richardson and et al. 2022. arrow: Integration to Apache Arrow. https://arrow.apache.org/docs/r/.
[17]
Olga Russakovsky and et al. 2015. Imagenet large scale visual recognition challenge. IJCV 115, 3 (2015), 211--252. Publisher: Springer.
[18]
Thomas Wolf and et al. 2020. Transformers: State-of-the-art natural language processing. In EMNLP. 38--45.
[19]
Zhuangdi Xu et al. 2022. EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views. In SIGMOD. 602--616.
Recommendations
Demonstration abstract: OpenSky: a large-scale ADS-B sensor network for research
IPSN '14: Proceedings of the 13th international symposium on Information processing in sensor networksThe future of air traffic control (ATC) will heavily depend on the Automatic Dependent Surveillance-Broadcast (ADS-B) protocol as a crucial component. ADS-B marks a paradigm change in airspace monitoring as global ATC is switching from an independent, ...
Comments
Please enable JavaScript to view thecomments powered by Disqus.Information & Contributors
Information
Published In
Publisher
VLDB Endowment
Publication History
Published: 01 August 2023
Published in PVLDB Volume 16, Issue 12
Check for updates
Badges
Qualifiers
- Research-article
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 70Total Downloads
- Downloads (Last 12 months)48
- Downloads (Last 6 weeks)3
Reflects downloads up to 11 Dec 2024
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in