The Principles of Data-Centric AI (DCAI)

26 November 2022

Papers citing "The Principles of Data-Centric AI (DCAI)"

22 / 22 papers shown

Title
Core-Set Selection for Data-efficient Land Cover Segmentation Keiller Nogueira Akram Zaytar Wanli Ma R. Roscher Ronny Hansch ... Simone Fobi Nsutezo Rahul Dodhia J. L. Ferres Oktay Karakuş Paul L. Rosin 27 0 0 02 May 2025
Deriva-ML: A Continuous FAIRness Approach to Reproducible Machine Learning Models Zhiwei Li Carl Kesselman Mike DÁrch Michael Pazzani B. Y. Xu SyDa VLM 15 0 0 27 Jun 2024
Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics Joshua Holstein Philipp Spitzer Marieke Hoell Michael Vossing Niklas Kühl 18 2 0 13 May 2024
Croissant: A Metadata Format for ML-Ready Datasets Mubashara Akhtar Omar Benjelloun Costanza Conforti Pieter Gijsbers Joan Giner-Miguelez ... Slava Tykhonov Joaquin Vanschoren Jos van der Velde Steffen Vogler Carole-Jean Wu 18 28 0 28 Mar 2024
"This is not a data problem": Algorithms and Power in Public Higher Education in Canada Kelly McConvey Shion Guha 14 3 0 20 Mar 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 36 2 0 20 Feb 2024
Are We Asking the Right Questions?: Designing for Community Stakeholders' Interactions with AI in Policing Md. Romael Haque Devansh Saxena Katherine Weathington Joseph Chudzik Shion Guha 23 9 0 08 Feb 2024
What About the Data? A Mapping Study on Data Engineering for AI Systems Petra Heck 14 3 0 07 Feb 2024
A Human-Centered Review of Algorithms in Homelessness Research Erin Moon Shion Guha 13 7 0 24 Jan 2024
Multimodal Data Curation via Object Detection and Filter Ensembles Tzu-Heng Huang Changho Shin Sui Jiet Tay Dyah Adila Frederic Sala 34 5 0 05 Jan 2024
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 29 10 0 08 Dec 2023
SoUnD Framework: Analyzing (So)cial Representation in (Un)structured (D)ata Mark Díaz Sunipa Dev Emily Reif Remi Denton Vinodkumar Prabhakaran 30 3 0 28 Nov 2023
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation Christel Chappuis Eliot Walt Vincent Mendez Sylvain Lobry B. L. Saux D. Tuia 15 3 0 28 Nov 2023
Data Optimization in Deep Learning: A Survey Ou Wu Rujing Yao 28 1 0 25 Oct 2023
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation Ziyan Huang Zhongying Deng Jin Ye Haoyu Wang Yan-Cheng Su ... Junjun He Yun Gu Shaoting Zhang Lixu Gu Yu Qiao ELM 14 3 0 07 Sep 2023
Whombat: An open-source annotation tool for machine learning development in bioacoustics Santiago Martínez Balvanera Oisin Mac Aodha Matthew J. Weldy Holly Pringle Ella Browning Kate E. Jones 6 2 0 24 Aug 2023
Transition Role of Entangled Data in Quantum Machine Learning Xinbiao Wang Yuxuan Du Zhuozhuo Tu Yong Luo Xiao Yuan Dacheng Tao 18 8 0 06 Jun 2023
Intersection over Union with smoothing for bounding box regression Petra Stevuliáková P. Hurtík 25 4 0 27 Mar 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 10 66 0 12 Jan 2023
Data-Centric Artificial Intelligence Johannes Jakubik Michael Vossing Niklas Kühl J. Walk G. Satzger GNN 11 45 0 22 Dec 2022
A Data-Centric Approach for Training Deep Neural Networks with Less Data Mohammad Motamedi Nikolay Sakharnykh T. Kaldewey 51 65 0 07 Oct 2021
Data Vision: Learning to See Through Algorithmic Abstraction Samir Passi S. Jackson 119 110 0 09 Feb 2020