A Decade’s Battle on Dataset Bias: Are We There Yet?
Authors: Zhuang Liu, Kaiming He | Published: 2024-03-13 | Updated: 2025-03-03
学習データのバイアス排除
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP
Authors: Thao Nguyen, Gabriel Ilharco, Mitchell Wortsman, Sewoong Oh, Ludwig Schmidt | Published: 2022-08-10 | Updated: 2023-02-01
MSeg: A Composite Dataset for Multi-domain Semantic Segmentation
Authors: John Lambert, Zhuang Liu, Ozan Sener, James Hays, Vladlen Koltun | Published: 2021-12-27
Identifying Statistical Bias in Dataset Replication
Authors: Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Jacob Steinhardt, Aleksander Madry | Published: 2020-05-19 | Updated: 2020-09-02
Algorithmic Bias in Recidivism Prediction: A Causal Perspective
Authors: Aria Khademi, Vasant Honavar | Published: 2019-11-24
No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World
Authors: Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, Jimbo Wilson, D. Sculley | Published: 2017-11-22