A New Tool for Efficiently Generating Quality Estimation Datasets Eo, Sugyeong; Park, Chanjun*; Seo, Jaehyung; Moon, Hyeonseok; Lim, Heuiseok 2021
A First Look Towards One-Shot Object Detection with SPOT for Data-Efficient Learning Chakraborty, Ria*; Popli, Madhur; Lamba, Rachit; Verma, Rishi 2021
YMIR: A Rapid Data-centric Development Platform for Vision Applications Huang, Phoenix X.; Hu, Wenze*; Brendel, William; Chandraker, Manmohan; Li, Li-Jia; Wang, Xiaoyu 2021
PyHard: a novel tool for generating hardness embeddings to support data-centric analysis Paiva, Pedro Yuri Arbs*; Smith-Miles, Kate; Valeriano, Maria; Lorena, Ana 2021
Annotation Quality Framework - Accuracy,Credibility, and Consistency Lavitas, Liliya*; Lee, Allen; Redfield, Olivia; Fletcher, Daniel; Eck, Matthias; Janardhanan, Sunil 2021
Ontolabeling: Re-Thinking Data Labeling For Computer Vision Croce, Nicola*; Nieto, Marcos 2021
A Data-Centric Approach for Training Deep Neural Networks with Less Data Motamedi, Mohammad*; Sakharnykh, Nikolay; Kaldewey, Tim 2021
Finding Label Errors in Autonomous Vehicle Data With Learned Observation Assertions Kang, Daniel*; Arechiga, Nikos; Pillai, Sudeep; Bailis, Peter D; Zaharia, Matei 2021
Single-Click 3D Object Annotation on LiDAR Point Clouds Kang, Daniel*; Arechiga, Nikos; Pillai, Sudeep; Bailis, Peter D; Zaharia, Matei 2021
A Data-Centric Image Classification Benchmark Schmarje, Lars*; Liao, Yuan-Hong; Koch, Reinhard 2021
Effect of Radiology Report Labeler Quality on Deep Learning Models for Chest X-Ray Interpretation Jain, Saahil*; Smit, Akshay; Ng, Andrew; Rajpurkar, Pranav 2021
Automatic Data Quality Evaluation for Text Classification li, jiazheng* 2021