Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective

13 December 2021

Papers citing "Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective"

24 / 24 papers shown

Title
Engineering Artificial Intelligence: Framework, Challenges, and Future Direction Jay Lee Hanqi Su Dai-Yan Ji Takanobu Minami AI4CE 48 0 0 03 Apr 2025
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 50 0 0 08 Mar 2025
EDCA - An Evolutionary Data-Centric AutoML Framework for Efficient Pipelines Joana Simões João Correia 147 0 0 06 Mar 2025
FAIR: Facilitating Artificial Intelligence Resilience in Manufacturing Industrial Internet Yingyan Zeng Ismini Lourentzou Xinwei Deng R. Jin AI4CE 62 0 0 03 Mar 2025
Has an AI model been trained on your images? Matyáš Boháček Hany Farid 38 0 0 11 Jan 2025
A Benchmark on Directed Graph Representation Learning in Hardware Designs Haoyu Wang Yinan Huang Nan Wu Pan Li OOD 38 1 0 09 Oct 2024
A Catalog of Fairness-Aware Practices in Machine Learning Engineering Gianmario Voria Giulia Sellitto Carmine Ferrara Francesco Abate A. Lucia F. Ferrucci Gemma Catolino Fabio Palomba FaML 33 3 0 29 Aug 2024
A Survey on Failure Analysis and Fault Injection in AI Systems Guangba Yu Gou Tan Haojia Huang Zhenyu Zhang Pengfei Chen Roberto Natella Zibin Zheng 34 3 0 28 Jun 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey M. D. Belgoumri Mohamed Reda Bouadjenek Sunil Aryal Hakim Hacid 38 1 0 01 Jun 2024
Fast Training Data Acquisition for Object Detection and Segmentation using Black Screen Luminance Keying Thomas Pollabauer Volker Knauthe André Boller Arjan Kuijper Dieter W. Fellner 35 3 0 13 May 2024
Strategic Behavior and AI Training Data Christian Peukert Florian Abeillon Jérémie Haese Franziska Kaiser Alexander Staub 24 3 0 29 Apr 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Federated Learning Priorities Under the European Union Artificial Intelligence Act Herbert Woisetschläger Alexander Erben Bill Marino Shiqiang Wang Nicholas D. Lane R. Mayer Hans-Arno Jacobsen 21 15 0 05 Feb 2024
README: Bridging Medical Jargon and Lay Understanding for Patient Education through Data-Centric NLP Zonghai Yao Nandyala Siddharth Kantu Guanghao Wei Hieu Tran Zhangqi Duan Sunjae Kwon Zhichao Yang Readme annotation team Hong-ye Yu 24 7 0 24 Dec 2023
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 27 4 0 11 Dec 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 40 8 0 06 Jun 2023
Agave crop segmentation and maturity classification with deep learning data-centric strategies using very high-resolution satellite imagery Abraham Sánchez Raul Nanclares A. Quevedo Ulises Pelagio Alejandra Aguilar Gabriela Calvario E. U. Moya-Sánchez 19 2 0 21 Mar 2023
Towards Top-Down Automated Development in Limited Scopes: A Neuro-Symbolic Framework from Expressibles to Executables Jian Gu H. Gall 19 0 0 04 Sep 2022
DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps Donald Bertucci M. Hamid Yashwanthi Anand Anita Ruangrotsakun Delyar Tabatabai Melissa Perez Minsuk Kahng 38 29 0 14 May 2022
Landslide Detection in Real-Time Social Media Image Streams Ferda Ofli Muhammad Imran U. Qazi J. Roch C. Pennington V. Banks R. Bossu 21 13 0 03 Oct 2021
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 42 374 0 21 Jan 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,203 0 23 Aug 2019
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,082 0 24 Oct 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 207 1,895 0 06 Jun 2016