CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?
Ibrahim AlabdulmohsinXiao WangAndreas Peter SteinerPriya GoyalAlexander D'AmourXiaohua ZhaiPublished in: ICLR (2024)
Keyphrases
- data sets
- data collection
- prior knowledge
- active learning
- database
- learning systems
- synthetic data
- data distribution
- data structure
- data analysis
- data points
- data processing
- image data
- data quality
- statistical analysis
- data mining techniques
- high quality
- learning algorithm
- supervised learning
- small number
- mobile devices
- training set
- multimedia
- learning tasks
- machine learning
- bayesian methods
- multimodal information