A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Appendices A-L
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
Alternative Architectures Have Variable Effect On Augmentation-Induced Bias
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Conclusion and Limitation
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
The Specifics Of Data Affect Augmentation-Induced Bias
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
Class-specific Bias in Image Data Augmentation: Data Augmentation Robustness Scouting
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
The Effect Of Data Augmentation-Induced Class-Specific Bias Is Influenced By Data, Regularization
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
A Data-centric Approach to Class-specific Bias in Image Data Augmentation: Abstract and Intro
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
Adding Random Horizontal Flipping Contributes To Augmentation-Induced Bias
31 Aug 2024
Data augmentation enhances model generalization in computer vision but may introduce biases, impacting class accuracy unevenly.
Where does In-context Translation Happen in Large Language Models: Further Analysis
30 Aug 2024
In this study, researchers attempt to characterize the region where large language models transition from in-context learners to translation models.