Data-centric Artificial Intelligence: A Survey

10 code implementations • 17 Mar 2023 • Daochen Zha, Zaid Pervaiz Bhat, Kwei-Herng Lai, Fan Yang, Zhimeng Jiang, Shaochen Zhong, Xia Hu

Artificial Intelligence (AI) is making a profound impact in almost every domain.

Data-centric AI: Perspectives and Challenges

1 code implementation • 12 Jan 2023 • Daochen Zha, Zaid Pervaiz Bhat, Kwei-Herng Lai, Fan Yang, Xia Hu

The role of data in building AI systems has recently been significantly magnified by the emerging concept of data-centric AI (DCAI), which advocates a fundamental shift from model advancements to ensuring data quality and reliability.

BED: A Real-Time Object Detection System for Edge Devices

3 code implementations • 14 Feb 2022 • Guanchu Wang, Zaid Pervaiz Bhat, Zhimeng Jiang, Yi-Wei Chen, Daochen Zha, Alfredo Costilla Reyes, Afshin Niktash, Gorkem Ulkar, Erman Okman, Xuanting Cai, Xia Hu

DNNs have been an effective tool for data processing and analysis.

object-detection Quantization +1

AutoVideo: An Automated Video Action Recognition System

1 code implementation • 9 Aug 2021 • Daochen Zha, Zaid Pervaiz Bhat, Yi-Wei Chen, Yicheng Wang, Sirui Ding, Jiaben Chen, Kwei-Herng Lai, Mohammad Qazim Bhat, Anmoll Kumar Jain, Alfredo Costilla Reyes, Na Zou, Xia Hu

Action recognition is an important task for video understanding with broad applications.

Action Recognition AutoML +2